{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9e01488e-1767-470e-9dbc-3d198dc1b1d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ee52b555-8848-497e-9c01-a879001adca4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户id</th>\n",
       "      <th>语音通话整体满意度</th>\n",
       "      <th>网络覆盖与信号强度</th>\n",
       "      <th>语音通话清晰度</th>\n",
       "      <th>语音通话稳定性</th>\n",
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       "      <th>居民小区</th>\n",
       "      <th>办公室</th>\n",
       "      <th>高校</th>\n",
       "      <th>商业街</th>\n",
       "      <th>...</th>\n",
       "      <th>前3月ARPU</th>\n",
       "      <th>前3月MOU</th>\n",
       "      <th>外省流量占比</th>\n",
       "      <th>GPRS总流量（KB）</th>\n",
       "      <th>GPRS-国内漫游-流量（KB）</th>\n",
       "      <th>是否5G网络客户</th>\n",
       "      <th>是否实名登记用户</th>\n",
       "      <th>客户星级标识</th>\n",
       "      <th>当月欠费金额</th>\n",
       "      <th>前第3个月欠费金额</th>\n",
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       "      <td>否</td>\n",
       "      <td>银卡</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>是</td>\n",
       "      <td>银卡</td>\n",
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       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>413</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6215849</td>\n",
       "      <td>6215849</td>\n",
       "      <td>否</td>\n",
       "      <td>否</td>\n",
       "      <td>三星</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>2</td>\n",
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       "      <td>...</td>\n",
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       "      <td>三星</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
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       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1193</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3857521</td>\n",
       "      <td>3857521</td>\n",
       "      <td>否</td>\n",
       "      <td>否</td>\n",
       "      <td>银卡</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   用户id  语音通话整体满意度  网络覆盖与信号强度  语音通话清晰度  语音通话稳定性  是否遇到过网络问题  居民小区  办公室  高校  \\\n",
       "0     1         10          6        6        6          1    -1    2  -1   \n",
       "1     2          2          1        1        1          1     1    2  -1   \n",
       "2     3         10          7        7        7          1    -1   -1  -1   \n",
       "3     4          6          7        7        6          1     1    2  -1   \n",
       "4     5          5          5        4        3          1    -1    2  -1   \n",
       "\n",
       "   商业街  ...  前3月ARPU  前3月MOU  外省流量占比  GPRS总流量（KB） GPRS-国内漫游-流量（KB）  是否5G网络客户  \\\n",
       "0   -1  ...      0.0     480     1.0      8450801          8450801         是   \n",
       "1    4  ...      0.0     480     1.0     17425910         17425910         是   \n",
       "2   -1  ...      0.0     413     1.0      6215849          6215849         否   \n",
       "3   -1  ...      0.0     301     1.0      5370710          5370710         是   \n",
       "4   -1  ...      0.0    1193     1.0      3857521          3857521         否   \n",
       "\n",
       "   是否实名登记用户  客户星级标识  当月欠费金额  前第3个月欠费金额  \n",
       "0         否      银卡     0.0       0.00  \n",
       "1         是      银卡     0.0       0.00  \n",
       "2         否      三星     0.0       3.76  \n",
       "3         否      三星     0.0       0.00  \n",
       "4         否      银卡     0.0       0.00  \n",
       "\n",
       "[5 rows x 55 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traindata=pd.read_excel('./data/附件1语音业务用户满意度数据.xlsx')\n",
    "traindata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c95f1dca-fd78-4224-9416-8ae7f854c0cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>用户id</th>\n",
       "      <th>是否遇到过网络问题</th>\n",
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       "      <th>其他，请注明</th>\n",
       "      <th>...</th>\n",
       "      <th>当月ARPU</th>\n",
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       "      <th>前3月ARPU</th>\n",
       "      <th>前3月MOU</th>\n",
       "      <th>外省流量占比</th>\n",
       "      <th>GPRS总流量（KB）</th>\n",
       "      <th>GPRS-国内漫游-流量（KB）</th>\n",
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       "      <td>89.00</td>\n",
       "      <td>662</td>\n",
       "      <td>89.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>否</td>\n",
       "      <td>三星</td>\n",
       "      <td>是</td>\n",
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       "      <td>否</td>\n",
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       "      <td>-1</td>\n",
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       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>13254086</td>\n",
       "      <td>0</td>\n",
       "      <td>是</td>\n",
       "      <td>三星</td>\n",
       "      <td>是</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   用户id  是否遇到过网络问题  居民小区  办公室  高校  商业街  地铁  农村  高铁  其他，请注明  ... 当月ARPU  当月MOU  \\\n",
       "0     1          2    -1   -1  -1   -1  -1  -1  -1      -1  ...  45.37    161   \n",
       "1     2          1     1    2  -1   -1  -1  -1  -1      -1  ...  60.00    270   \n",
       "2     3          2    -1   -1  -1   -1  -1  -1  -1      -1  ...  89.00    662   \n",
       "3     4          1     1   -1  -1   -1  -1  -1  -1      -1  ...  70.00    645   \n",
       "4     5          1     1   -1  -1   -1  -1  -1  -1      -1  ...  56.00    496   \n",
       "\n",
       "   前3月ARPU  前3月MOU  外省流量占比  GPRS总流量（KB）  GPRS-国内漫游-流量（KB）  是否5G网络客户 客户星级标识  \\\n",
       "0     23.6     139     0.0     14360274                 0         否     一星   \n",
       "1     60.0     102     0.0      9585266                 0         否     三星   \n",
       "2     89.0      80     0.0      6545659                 0         否     三星   \n",
       "3     69.1     333     0.0      8266166                 0         否     三星   \n",
       "4     56.0     258     0.0     13254086                 0         是     三星   \n",
       "\n",
       "   是否不限量套餐到达用户  \n",
       "0            否  \n",
       "1            是  \n",
       "2            是  \n",
       "3            否  \n",
       "4            是  \n",
       "\n",
       "[5 rows x 44 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testdata=pd.read_excel('./data/附件3语音业务用户满意度预测数据.xlsx')\n",
    "testdata.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fc4cadd9-bd34-4af9-afaf-4ee6fc652665",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['终端品牌',\n",
       " '用户描述.1',\n",
       " '高铁',\n",
       " '办公室',\n",
       " '外省流量占比',\n",
       " '商业街',\n",
       " '未接通掉话次数',\n",
       " '是否关怀用户',\n",
       " '其他，请注明',\n",
       " '当月MOU',\n",
       " 'mos质差次数',\n",
       " '套外流量费（元）',\n",
       " '用户描述',\n",
       " '通话过程中一方听不见',\n",
       " '套外流量（MB）',\n",
       " 'GPRS-国内漫游-流量（KB）',\n",
       " '是否遇到过网络问题',\n",
       " '居民小区',\n",
       " '串线',\n",
       " '通话过程中突然中断',\n",
       " '4\\\\5G用户',\n",
       " '脱网次数',\n",
       " 'GPRS总流量（KB）',\n",
       " '前3月ARPU',\n",
       " '前3月MOU',\n",
       " '手机没有信号',\n",
       " '外省语音占比',\n",
       " '当月ARPU',\n",
       " '农村',\n",
       " '终端品牌类型',\n",
       " '其他，请注明.1',\n",
       " '省际漫游-时长（分钟）',\n",
       " '是否4G网络客户（本地剔除物联网）',\n",
       " '客户星级标识',\n",
       " '用户id',\n",
       " '是否5G网络客户',\n",
       " '语音通话-时长（分钟）',\n",
       " '地铁',\n",
       " '通话中有杂音、听不清、断断续续',\n",
       " '有信号无法拨通',\n",
       " '高校']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "setcols=list(set(traindata.columns).intersection(set(testdata.columns)))  \n",
    "setcols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9fc2fee5-64fa-46dc-b8ac-d4582120e430",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({nan: 5233, '是': 200})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from collections import Counter\n",
    "Counter(traindata['是否关怀用户'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c318d36b-ace7-4603-94cb-3c735728b8d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'否': 2428, '是': 171})"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(testdata['是否关怀用户'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "275effed-3975-4a71-9e50-6c1dbeb789ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "traindata['是否关怀用户'].fillna('否',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "df99d10e-ca4b-483a-973e-16ffa051479d",
   "metadata": {},
   "outputs": [],
   "source": [
    "dinglei=['地铁','是否遇到过网络问题','通话过程中突然中断', '是否5G网络客户', '办公室','手机没有信号','其他，请注明.1', '串线', '农村','高校', '客户星级标识',\n",
    " '通话过程中一方听不见',\n",
    " '其他，请注明','4\\\\5G用户', '通话中有杂音、听不清、断断续续', '有信号无法拨通',\n",
    " '居民小区',\n",
    " '是否4G网络客户（本地剔除物联网）',\n",
    " '高铁',\n",
    " '商业街', '是否关怀用户']\n",
    "dingliang=['语音通话整体满意度', '网络覆盖与信号强度', '语音通话清晰度', '语音通话稳定性','当月ARPU','前3月MOU', '脱网次数', '套外流量费（元）', '套外流量（MB）', '未接通掉话次数', '语音通话-时长（分钟）', '省际漫游-时长（分钟）', 'GPRS-国内漫游-流量（KB）', '当月MOU', 'mos质差次数',\n",
    " '前3月ARPU', '外省流量占比','外省语音占比']\n",
    "\n",
    "traindata_clean=traindata[dingliang].copy()\n",
    "testdata_clean=testdata[['用户id']+dingliang[4:]].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0eee68f0-1819-4ef0-9ec9-84298010989a",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in dinglei:\n",
    "    traindata_clean=pd.concat([traindata_clean,pd.get_dummies(traindata[i],prefix=i)],axis=1)\n",
    "    testdata_clean=pd.concat([testdata_clean,pd.get_dummies(testdata[i],prefix=i)],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ef5cbc34-f9b3-44d7-829e-06a47df87f05",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "外省流量占比 2\n"
     ]
    }
   ],
   "source": [
    "for i in traindata_clean.columns:\n",
    "    ull=traindata_clean[i].isnull().sum()\n",
    "    if ull>0:\n",
    "        print(i,ull)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "aa2f3505-a247-4c5f-aacc-4e4336f85a82",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in testdata_clean.columns:\n",
    "    ull=testdata_clean[i].isnull().sum()\n",
    "    if ull>0:\n",
    "        print(i,ull)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c3ca357f-8adb-4870-ab1f-63641c6761fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "traindata_clean['外省流量占比'].fillna(traindata_clean['外省流量占比'].mean(),inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2b8e6bfa-8079-44f2-87ab-4ac76252bd39",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in traindata_clean.columns:\n",
    "    ull=traindata_clean[i].isnull().sum()\n",
    "    if ull>0:\n",
    "        print(i,ull)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6596089e-621c-4064-9600-8cc92119e254",
   "metadata": {},
   "outputs": [],
   "source": [
    "traindata_clean.to_csv('./ans1/traindata_clean_附件1.csv',encoding='GBK',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b75b190f-2215-46d4-928a-02c214bf4f96",
   "metadata": {},
   "outputs": [],
   "source": [
    "testdata_clean.to_csv('./ans1/testdata_clean_附件3.csv',encoding='GBK',index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "207b12e1-ba5c-44db-8524-bb92b127cf84",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.tree import plot_tree\n",
    "\n",
    "from sklearn import tree\n",
    "\n",
    "from sklearn.metrics import classification_report\n",
    "\n",
    "import numpy as np\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "617f5520-d13b-4cbc-8595-a198e0c32d4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "Y1=traindata_clean[traindata_clean.columns[0]]\n",
    "Y2=traindata_clean[traindata_clean.columns[1]]\n",
    "Y3=traindata_clean[traindata_clean.columns[2]]\n",
    "Y4=traindata_clean[traindata_clean.columns[3]]\n",
    "X=traindata_clean[traindata_clean.columns[4:]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "72fce20c-1bf8-4316-8911-01c6b8488991",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([10,  2,  6,  5,  7,  8,  4,  9,  1,  3], dtype=int64)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y1.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "33d98cab-8147-4d9a-9cd1-d09237254d7a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "全部数据训练效果\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00       209\n",
      "           2       1.00      1.00      1.00        42\n",
      "           3       1.00      1.00      1.00        71\n",
      "           4       1.00      1.00      1.00        55\n",
      "           5       1.00      1.00      1.00       172\n",
      "           6       1.00      1.00      1.00       182\n",
      "           7       1.00      1.00      1.00       214\n",
      "           8       1.00      1.00      1.00       567\n",
      "           9       1.00      1.00      1.00       764\n",
      "          10       1.00      1.00      1.00      3157\n",
      "\n",
      "    accuracy                           1.00      5433\n",
      "   macro avg       1.00      1.00      1.00      5433\n",
      "weighted avg       1.00      1.00      1.00      5433\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#选择决策树模型为：entropy。\n",
    "YY=Y1\n",
    "\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "print('全部数据训练效果')\n",
    "print(classification_report(y_pred,YY))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "87680994-a16d-4aaa-840c-8a69dcbf07d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fvn27YbFYjOHDhxvbt283Ro0aZdjb2xtnzpwx5+Dt7W34+voa48ePN3788UejdOnSRsWKFc0x2rVrZ+TMmdNYsmSJsWnTJqNWrVpGkSJFzJ+/lJ/vESNGGFu3bjV69OhhODg4mPeRkJBgeHt7G40aNTK2bt1qLFy40HB2djZWr16d5ddDRETkcaHgsoiIiIg8EQBj+/btRkxMjHHnzp1Uwco/i4mJSVXm7Ox836BwegHP7du3G4UKFTIMwzD2799veHt7m3W//PKLzXlwcHC6weW0yg3j/sHlzz//3ChXrpxRpEgRY+vWrQZgfP/990bNmjWNw4cPGxs3bjSyZ89ufPDBB0ZUVJSxfPlyo0iRIjbBr+PHjxtRUVE21zl69Kjh6upqLFy40Pjqq6/M+69Ro4bRtm3bdJ/z6dOnjWPHjmU60B8UFGTT/+OPPzbs7OwMb2/vdA8XFxejRo0aaV6/Vq1axscff2yed+7cOc3rzpkzJ83+GUkJiP752Lt3r9nG19fX6Nevn3l+69Ytw2q1GosXLzYMwzBOnTplLFiwwPw+jIiIMPLkyWNMnjzZ5lpLliwxv6/+LLPBZcD46quvUvXfsmWLARj79+83y6ZPn244ODgYsbGxmXkUpoyCy7/99pthGIZRsGBBY/z48YZhGEanTp2Mzp07m/2WL19u9lu8eLEBGBcuXDDv87XXXjPr4+PjjcKFCxtdunQxy1Je32nTpt13jmk5cOCAsXTpUvP88uXLhtVqNT7//HPDMO6+DoDN99SaNWsMe3t7wzAM4+TJkwZgrFixwqw/dOiQ0apVK/M+/P39jebNm5v1SUlJRs6cOY0PPvjAMIy73yOAMW/ePLPN1q1bjePHj6d7TyIiIo875VwWERERkSeKs7MzcDcFRnJycpptPD09yZkzZ6pyFxcXpk+fziuvvJJmvxEjRvDLL7/cdw5JSUncvHkzVX7fe89TUmJkZOvWrbzwwgs2ZUWKFDG/njt3rrnRXVhYGMWLF+fjjz/Gy8uL7du3U7FiRX799VfgboqM8+fPm3mJ27ZtS+vWrYmKijI3NCxatCjR0dHm+JcvX6ZRo0bUqVOHbt26sX79erNu5cqVVKpUia5duzJ37lybjQlPnjxJ2bJl+fnnnwEIDg7G3t6eggULEhERQXBwMBUqVCA2NparV69SoEAB83VLkZCQQKFChdizZ0+6z2fkyJGp0iOkiIiIwMfHh6ioKG7fvs3UqVNt0k7cKy4uzsxZnRUBAQEULVrUPE/5OioqipCQEGbMmMGMGTNs+qTk/S5SpAhRUVF88MEHbNu2jQMHDpCYmMidO3eyPI97pfU936hRI15++eVU5X/88QcAFSpUSFV37tw5nn322b81lxQpOc4tFovN1/eqWbOm+XXlypUBOHPmDE5OTpw7d47nn3/erHdwcKBOnTrs3r3bZoySJUvSt2/fvzTHcuXKERkZSd++ffn1118JCgoiOTnZ5vWws7OzySGeK1cuEhMTAcyUJ7Vq1TLry5QpQ2BgoHn+xx9/cOvWrVT3nvI94eXlRbt27ejfvz8bNmygatWqvPzyyzbfYyIiIk8aBZdFRERE5Ily6tQpnnnmGSpUqJAqb2uKwYMHM3HixFTldnZ2uLq6pspLm8LJyckmJ3F6EhMTyZEjh5lv9ddff6Vz587m+fnz59MM6N0rICCAPHnykJSUREJCQqrr+vr6mrmOAd58803efPNNHBwccHR0xM7OztwQ786dOzg4OJhB5OTkZBITE3n++ef57rvv0rz+1q1bGTJkCB4eHsyePZvY2FgMwzDr8+fPT2BgIC1atODQoUPs3LnTDDBPmTKFRo0aUaBAAbP9zz//jGEYTJgwgbJly+Lh4WFuBAipg+3x8fEEBwfj4+OT7jNKTk6mTJkyadZduXKFPHnyMH/+fIYPH05CQgIODg42QeSUezp48CDFixdP9zrpKVq0KOXKlUtVnvKcxo0bR5MmTWzqcufODdzdLLFVq1a0b9+eXr16UbVqVd58880sz+HPUnJz36tKlSrptrdarezduzdVwDMlf/g/5d7vrZQAuZ2dnU15Rn0AKlWqlO4mkPcza9YsBgwYQPfu3Xn//fepXr06derUsWmTN29emzdRMppLStlvv/1GkSJFzO/jXr160aNHD5t29/6+Wb16Ndu2bWPbtm189913DB8+nLVr16b55oCIiMiTQBv6iYiIiMgT46uvvuK5557j9u3bODo68tVXX9ls4GYYBnXq1LEJyv7Za6+9Zm749efj448/ztQ8kpKSsFgseHp64unpSfbs2c3zs2fPsmTJkgyD1D/88ANdunTh4MGDGV4nrUBaQkICixYton///kRERBAREUGdOnWYMWMGERER5qaCYWFhfP311+mO7ejoSMmSJdm+fTv169fH1dWVli1bcubMGSwWC46OjlgsFn777TdmzZplBt3OnTvH8uXLGTp0qM14s2bNonPnzgQGBjJr1ixu375Ny5YtiY+PT3XtK1euMGzYMBISEvjpp584f/488fHxDBgwgO+//57ExEQSExNJTk5m69at/PDDDzb9b926RWhoKHnz5uXdd98lJiaGOXPm4Ofnx6VLlwgPD+fMmTPkzp2bcePG/aXAckbc3d0pWLAgN2/epFy5cuaxcOFCcyX50qVLqVmzJitWrKBTp04UKlTI3IDuXs7Ozubq2D+zt7e3WVm7d+9eQkJCMj3PUqVKkZSUhNVqNedotVr56KOPCAsLy9pN/01bt241v969ezcWi4UiRYqQO3duChYsaPOJgcTERLZt22aucM6slNXxaT3PRYsW0b59e+bMmUO7du1wdXXl1q1bNm0y+rRBypsM27dvN8tCQkJ47rnnzNX1pUqV4sqVKzbfE+vXrzff4Pnjjz8YNmwYtWvXZvjw4fz6669Uq1aNJUuWZOk+RUREHicKLouIiIjIYy9lBezUqVNp06YN2bJly3AF459Xad5rxYoVqQLSKce7776bbr+rV69y5coVli5dip2dHU899ZRZ5+joaJ7fvHmTlStXpjlWbGwsycnJtGnThkWLFmW44jQjx48ftwnWAfTr1w8PDw88PT3x8PDAw8ODLVu2pDtG9erV2bRpEzlz5mT79u1cuXKFZcuW4evry61bt7h+/TrVq1enZMmSNqkAPvjgA2rXrk2lSpXMslWrVrF//36GDx/OmjVr2LNnD9988w2nT59m2bJlqa7dvHlzRo0ahWEY1K1bl82bN2NnZ0dcXBydO3cmNjaWvXv3EhcXx+bNm2nWrJlNUG/r1q14enryzDPPmGVvvPEGhQoVom3btoSGhtKqVSuqVavGwIED/8ojvq+RI0cyZ84cPvzwQ7Zv386AAQOYN28ehQoVAiBnzpwcPXqUDRs28OWXX+Lv709ISEiqwGfFihW5du0aixYt4rfffmPKlCnmyt6yZcvy2Wefcfv2bU6cOEGXLl3w9vbO9Bzr1q1L7dq1efXVV/nqq6/MNzUOHz6c4Yrxh2HYsGGsWbOGgIAAhg0bRps2bciTJw8Ao0ePZuXKlXzwwQds3ryZ9u3bc+XKFQYPHpyla5QoUQI3NzcmT57Mzp07mTNnDteuXQPuvh47d+5k8+bNrFq1iueee46oqKh0A/t/VrRoUdq0acOAAQNYunQpP/30E926daNw4cJmSo8PPviAdevWMWzYMLZt28akSZMYM2aMeZ9ubm589NFHjBo1it9++43PP/+co0eP8vTTT2fpPkVERB4nCi6LiIiIyGMvZWVg06ZNmT59ulkeFRVFaGiozZGQkJDuOJkJJKX18fe1a9fSvXt3evXqxeLFi+nWrRstWrRg7dq17Ny5E3d3dwIDAzl8+DAeHh6sXr2aUqVKMXHiRKKiosxxduzYgWEYjB8/ng4dOphBRAcHh1SrqM+dO2eTXzc+Pt6cv9VqTbXKMmXlckREBNHR0cTFxfHCCy8QFxdnM07K1/eW5cmTBx8fH1xcXDAMAy8vL3LlypUqT/FXX33F8uXLUwXO/f39mT9/PkWKFGHJkiXUqVOH+vXrs2XLFjNndIo//viD/fv3061bNxwcHHB3dycyMhK4m2Ziw4YNODo68sYbb9CkSRNatmzJW2+9xSuvvML169cBWLduHbVr1071BsOaNWs4fvw4vr6+xMTEsGLFigzfaPg7unXrxkcffcTcuXN58cUX2bJlC+vWraNq1aoAjB07lsqVK9OmTRt69+6Nv78/L7/8srmyOcUzzzzDvHnzGD16NP7+/ixfvtysSwk0+/j40KJFC8aPH0+pUqWyNM+1a9dSvnx5unbtSrt27ShSpAgbNmx4aM8lPRMmTGDQoEF069YNf39/5s6da9Z16dKFRYsW8dlnn9G4cWMuXbrEzz//TLFixbJ0DXd3dz777DOWLVtG7dq1+fjjj83v85kzZ/LUU0/RtGlThg4dSvfu3alUqVKq1yMjy5cv57XXXmPQoEG0adMGDw8PNm3aRLZs2QB44YUXCAgIYP369bz44ossW7aMRYsW0bJlSwD8/Pz48ssv2bBhAw0aNKB379689NJLjBkzJkv3KSIi8jixGBkluRIREREReQwMGDCAgIAADh8+bK7czJ07Nzdu3Eiz/fDhwxk7dmyq8mzZst13Q7VixYpx7Ngx8zw6OpqyZcvSq1cvM6h68uRJvvjiCw4dOsSpU6e4desWMTExxMfHm6usUz72v3//fnOs27dvs3btWjp16gTczVP8wgsvEBoamipYXKZMGUaMGGHmbx06dCjTp08301UYhmH2SU5ONoPS90pMTCQmJoY//vjD3DQsNDSUIkWKsHv37lQbia1cuZKBAwdy9erVNJ/N5cuXGThwIKtWrcJisXD27FkKFy5McHAwvr6+5lyuX7+Oj48PX3/9NZs3b2bGjBlcuXIFHx8fhg4dyoEDB9i4cSNwNyD3yy+/pArqpwTpGzVqRHx8PIsWLeLNN9/k6tWr+Pn5sWLFClq0aMGNGzc4cuQI27Zt46uvviI0NJQqVaqwadMmfH19ee655yhevDgFChTA19fXZsW1PHxbtmyhbt263LhxI81NNkVEROTJpuCyiIiIiDz2DMPg6NGjlCxZ0ixzc3NjxYoVqTbC8vf3p3Llynz44YepxnFycmLRokV07NgxzesMHDiQr776ytyYL8X169fx9vbOMCfrf9GxY8coUaKETXD5Xr1792bZsmV07dqVmTNnmuVxcXGpVkVn1q1bt/jkk08YPnw48+bN491336VkyZJUqVKFli1bUr9+faxWKxEREWzcuJEtW7awb98+jh07xsKFC2nfvv1fvV35CxRcFhER+XdTcFlEREREnkg3b97Ezc0tw837/iwiIgJXV1ccHBwe4swkRUxMDA4ODhlubvh3JCcnEx8fb27klpGUf/b80+kgRERERP7NFFwWERERERERERERkSzThn4iIiIiIiIiIiIikmUKLouIiIiIiIiIiIhIlim4LCIiIiIiIiIiIiJZ9nB21hCRJ0pycjKXL1/Gzc1Nm9yIiIiIiIiIiPzHGYZBVFQUefPmxc4u/fXJCi6LCJcvX6ZAgQKPehoiIiIiIiIiIvIYuXDhAvnz50+3XsFlEcHNzQ24+wvD3d39Ec9GREREREREREQepcjISAoUKGDGjNKj4LKImKkw3N3dFVwWERERERERERGA+6ZP1YZ+IiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiISJYpuCwiIiIiIiIiIiIiWabgsoiIiIiIiIiIiIhkmYLLIiIiIiIiIiIiIpJlCi6LiIiIiIiIiIiIPEHOnz/Pvn37iI+Pf6TzUHBZRERERERERERE5CEJCgqicuXKeHl5MWjQIAzDyFS/HTt2ULRo0VTlAwYMoEKFCrz66qv4+flx/PhxALp06YLFYkl1hISEPMjbsWExMns3IvKvFRkZiYeHB1sP7ie7W/ZHPR0RERERERERkcdeTjcPCubKnWGbuLg4ihUrRoMGDRg0aBD9+vWjdevWdO3aNcN+v//+O40bN8bFxcUmOLxlyxbeeOMN9u3bh7u7O127dsUwDJYuXcqdO3dsVjLv3LmT/v37c+zYMaxWa5buLSVWFBERgbu7e7rt7LM0qoj8q9X5YAA46NeCiIiIiIiIiMj9ODs6cmL6kgwDzBs3biQiIoKpU6fi6urKhAkT6N27d4bB5du3b9OyZUv69OnDokWLbOqcnJxYsGCBGfAtX748mzZtAsDV1RVXV1ez7SeffMKoUaOyHFjOCkWRRNJw8uRJnn32WZuyEydO8PTTT+Pg4PCIZvUPKFQWPLwf9SxERERERERERB5vsdHEBu8nNCoiw+DyoUOHqFatmhn0LVOmDEePHs1waAcHB3bs2MGpU6dSBZerV69ufh0aGsrixYvp169fqjH27t1LcHAw7dq1y8pdZZmCyyJ/Eh0dTe3atZkyZQqdOnUCICkpiUaNGjFs2DBef/11m/bXrl3j3LlzlCxZkmzZstnUXbhwAV9fX4oXL57mtU6ePMkvv/xCzZo1H87NZJVzNsjm+ahnISIiIiIiIiLyrxAZGYmfn595brFYsFqthIWF4eXllWYfR0dH8uXLx6lTp9Idd8GCBfTv35/atWvTrVu3VPUzZ87krbfews7u4W65pw39RIDExETi4+MxDIPs2bMzc+ZMbt26ZdZ//vnn5MuXz/xhTUhIICkpiWnTplG0aFG6dOlC/vz52b59u824Dg4OuLi4EBQUlOaRN29em7w1/v7+WCwWoqKiAHjllVdsEq/PnTuXfPnykT17drp160ZcXJzZb9q0aeY469atw9fX9yE8KRERERERERERySx7e3ucnJxsypydnblz587fGrdTp06sWbOGI0eOMGvWLJu6W7dusX79+vvmdX4QtHJZBJg2bRpTpkzB2dnZ5h2dewO2AH5+fiQnJxMVFcWAAQOYPXs2R44cIV++fIwaNYoRI0awZcsWs/2ff3mkJa00G0ePHqVq1aocOXLELNu6dSvvvPMOK1asoGjRorRu3ZqxY8cybty4rN+wiIiIiIiIiIg8dDly5CAoKMimLCoqCkdHx781rpOTE02bNuXGjRvMmDGDPn36mHVffvklzz33XLorox8kBZdFgIEDBzJw4MD7tktISODIkSOUK1eOI0eOULZsWfLlywdAhQoVWLt2rU17i8VCTEwMpUqVSnO8y5cvpyqzWq0cOXKEChUqcPbsWbN8+fLltGnThtatWwMwbNgwRo4cqeCyiIiIiIiIiMhjqnLlyixYsMA8Dw4OJi4ujhw5cvyl8aZPn06uXLl49dVXgbspNP68Yd+aNWseeq7lFAoui/zP77//Tt26dSlYsCAAcXFxODk5ERQUxOLFi6lduzbZs2enYsWKJCUlUbJkSUqWLAnc3cVz9uzZtGjRItW4KWkx0pJW6opKlSpx5MgRTpw4Qbly5di1axcAhw8ftvnFUKpUKUJCQv7Sxyji4uLMlBpwN/+PiIiIiIiIiIg8WLVr1yYyMpIlS5bQtWtXJkyYQL169bBarYSHh+Pm5pYqOJyRp59+mtdff508efKQN29ePvzwQ9q3b2/Wx8TEsHXrVubOnfswbicV5VwW+R8HBwdy585t5kNesWIFFosFuJvrODg4GGdn51RpLDZs2ECePHm4fPkyI0aMsKlLSEjI8jzKlCnDkSNHCAoKokyZMmZ5WFgYHh4e5nnK1+Hh4Vm+xsSJE/Hw8DCPAgUKZHkMERERERERERHJmL29PQsXLqRPnz7kzJmT9evXM3nyZAC8vLw4fPhwlsZr1qwZgwcPpkOHDtSqVYtGjRoxaNAgs37Hjh14eXnx9NNPP9D7SI9WLov8j52dHVevXjXTTty6dct858jR0THN3MgAL774It988w19+vRhyJAhfPTRR2ZdREREludRunRpvv/+e44cOWITXP4zwzCyPHaKIUOGMGDAAPM8MjJSAWYRERERERERkYegefPmnDlzht9//51q1arh7e0N3D+24+/vT0hISKryAQMG2MR17vXCCy9w9erVvz3nzFJwWeQe3t7eZg7jQ4cOMXHixPv2sbe3p06dOsyYMYOWLVvaBJdv3rxJbGxsmukvAC5evJiqzM3NDQcHB3bs2MGoUaNs5hYWFmaeR0REYLFY0k3OnrLqOi1OTk6Z2mxQRERERERERET+Ph8fH5o0afKop/HAKbgsco/o6GgCAwMB28CvYRip3k36/PPPuXjxIu+++y6QdgL1ffv2UaNGDbZt25bm9dILOpcuXZr169fz5ZdfmmVlypTh0KFD5vnhw4d5+umncXFxIUeOHDbpMcLDw/9yYngREREREREREZHMUHBZ5B4ODg4UKVIkVXlMTAwxMTE2ZUWLFqV79+48/fTTlC9fntGjR9OmTRubNitWrKBZs2ZZnkeZMmU4cOCATY7lzp07U69ePV566SWeffZZxo8fT8eOHYG7H5OYOnUqzZs3x9XVlZkzZ+Lv75/l64qIiIiIiIiIiGSWgssi/xMbG0v27Nlp164dcDcB+tq1awHYv38/ADdu3MDO7u4+mOXKlWPevHkMGDCA8PBwWrduzccff2yOFxgYyOHDh1m/fn2qax0+fJjo6Ghu3ryZZnqKsmXLpsq3XLNmTWbMmEG/fv2IjIykXbt2DB06FICePXty8uRJGjVqREJCAg0bNuSDDz54AE9FREREREREREQkbRbj7+wKJvIv8ssvv9CjRw9Onz7Nli1bGDRoEK+88oq54+aBAwd4/fXXqVWrFjNmzMhwrDt37lCxYkX69OlD7969U9W3bt2aDRs28Pzzz7N+/fpU6TT+aZGRkXdXSfftDx7ej3QuIiIiIiIiIiKPvdhoCN7P71PmUOHpZx71bB64lFhRREQE7u7u6bZTcFnkIYmNjcXZ2TnNuoSEBBwcHP7hGaXPDC439wcHfaBBREREREREROR+nB0dOTF9CQVz5X7UU3ngMhtcVhRJ5CFJL7AMPFaB5XttHTOV7G7ZH/U0REREREREREQeezndPP6VgeWsUHBZREzl/Apn+G6UiIiIiIiIiIhICrtHPQERERERERERERGRJ8X58+fZt28f8fHxj3oqj5yCyyIiIiIiIiIiIvKvFBQUROXKlfHy8mLQoEFkdvu5HTt2ULRo0VTlAwYMoEKFCrz66qv4+flx/Phxs2706NHkyJEDJycnWrRoQVRU1AO7j8eV0mKIiOlg8BnlXBYRERERERGRx15m8h3HxcXRrFkzGjRoQEBAAP369WPp0qV07do1w36///47LVq0wMXFxaZ8y5YtfPvtt5w9exZ3d3e6du3KpEmTWLp0KatWrWLVqlV8//335MiRg6ZNmzJp0iTGjx//t+/1cabgsoiY6nwwABz0a0FEREREREREHm/Ojo6cmL4kwwDzxo0biYiIYOrUqbi6ujJhwgR69+6dYXD59u3btGzZkj59+rBo0SKbOicnJxYsWGDuV1W+fHk2bdoEwIULF1i2bBlVqlQBoG3btuzdu/fv3uZjT1EkEfl/hcqCh/ejnoWIiIiIiIiISPpio4kN3k9oVESGweVDhw5RrVo1XF1dAShTpgxHjx7NcGgHBwd27NjBqVOnUgWXq1evbn4dGhrK4sWL6devHwCDBw+2aXvixAmeeeaZLN3Wk0jBZZF7hIWF4eXlZZ6/++67XLp0iYCAALPs9OnTFClSxDy/cOECvr6+FC9ePM0xT548yS+//ELNmjUf3sQfFOdskM3zUc9CRERERERERORvi4yMxM/Pzzy3WCxYrdZU8Z97OTo6ki9fPk6dOpXuuAsWLKB///7Url2bbt26pao/efIkX331Ffv37//7N/GY04Z+Iv+TmJhI9erVmTx5slnm5OSEk5OTeb5mzRpKly7NhQsXzDIHBwdcXFwICgpK88ibN6/5cYl7jRgxghIlStiUdenSBYvFgsViIUeOHLRr144bN24AMGrUKLMuW7Zs1KtXj9OnT5v93n77bXOcgwcPYrFYHshzERERERERERF5Etnb29vEdQCcnZ25c+fO3xq3U6dOrFmzhiNHjjBr1iybuuTkZLp160b37t0pWbLk37rOk0DBZZH/sbe3Z9SoUQwbNozt27cDYGdnZwZpL126RP/+/Xn//fcpUKCA2e/Pv6TS4uDgkKrsxx9/5NixY1y8eNGmvGfPnoSFhfHzzz9z5swZ+vfvb9Y1btyYsLAwjhw5QuHChXnllVf+0r2KiIiIiIiIiPzb5ciRw1y0lyIqKgpHR8e/Na6TkxNNmzZlzJgxqVJnjB07llu3bvHhhx/+rWs8KZQWQ+Qe7dq1Y926dXz66ac899xzNnUjR46kYsWKjBw50qbcYrEQExNDqVKl0hzz8uXLqcrCwsI4ePAgtWrVYtOmTTaJ5J2cnPD09KRcuXKMHTuWzp07m3UODg54enri6enJhAkTyJkzJ1euXPk7tywiIiIiIiIi8q9UuXJlFixYYJ4HBwcTFxdHjhw5/tJ406dPJ1euXLz66qvA3RQaVqvVrP/mm2+YOnUqu3btMvM8/9spuCzyP4mJiSQnJzNv3jyyZ8+eqn7GjBkkJiammW4iJS1GWnx9fVOVbd68meLFi9OwYUN+/PHHdHcpdXFxSfejGvb2d3984+Pj07uldMXFxREXF2eeR0ZGZnkMEREREREREZHHWe3atYmMjGTJkiV07dqVCRMmUK9ePaxWK+Hh4bi5udkEh+/n6aef5vXXXydPnjzkzZuXDz/8kPbt2wNw7Ngx2rdvz5w5cyhQoADR0dHY2dn964PMSosh8j/Lly/Hw8ODggUL4u3tjaenJ7NmzWLdunV4enqSN29eChYsiMVi4dixY2a/hISELF9r06ZNVK9enerVq/PTTz9hGEaqNrGxscyePZsaNWqkqktMTGTGjBn4+flRsGDBLF9/4sSJeHh4mMe9aT5ERERERERERP4N7O3tWbhwIX369CFnzpysX7/e3GvLy8uLw4cPZ2m8Zs2aMXjwYDp06ECtWrVo1KgRgwYNAmD+/Pncvn2bzp074+bmhpubW6q9tv6NFFwW+Z9u3boRGhpKaGgo4eHhaR6hoaHA3RXFKSIiIrJ8rU2bNlGtWjWqVKlCWFgYBw4cMOs+/fRTPD09cXd35/jx48yZM8es++677/D09MTFxYVly5bx2Wef/aWN+4YMGUJERIR53LtBoYiIiIiIiIjIv0Xz5s05c+YMy5Yt49ixY2bA1zAMypUrl24/f39/QkJCUpUPGDCAy5cvc+PGDSZOnIid3d3w6ieffIJhGDZHWv3/bZQWQ+R/wsPD8fLyAsjSRyJu3rxJbGxsmukvgFQb9p06dYrg4GB69+5N//79SU5O5scff6RChQoAdOjQgQ8++IBXXnmF+vXrU7hwYbNv3bp1mT9/PtmyZSNXrlxZvMP/5+TklKmNCEVEREREREREnnQ+Pj40adLkUU/jX0krl0X+x9PTk/j4eAzDIDExMc0jNjY2Vb99+/ZRo0YNQkJC0jzy589v037Tpk34+voSFBTEwYMH6dmzJ5s2bTLr3d3d8fX1ZezYscycOZNbt26Zda6urvj6+qYKLOfIkYPw8HDzPDw8/C8npxcREREREREREckMBZdF/ichIcH8KENWrFixggYNGmS6/Y8//ki9evXw9fXF19eX5s2b89tvv6XauK9BgwaUK1eOqVOn3ndMf39/1q1bx5YtWwgJCWHy5Mn4+/tn9VZEREREREREREQyTcFlkf8ZOnQoLi4uuLu74+npmeaRM2dOmz6BgYEcPnyY7t27pxrv8OHD7Ny5k5s3b5opKBITE/nll194/vnnzXbPPfccycnJbN26NdUY48aNS7V6OS3NmzfnnXfeoWPHjpQtWxaLxcKMGTP+ymMQERERERERERHJFIthGMajnoTIkyIxMREHBweOHj1KoUKFqFixIn369KF3796p2rZu3ZoNGzbw/PPPs379+izlcf6nRUZG4uHhAX37g4f3o56OiIiIiIiIiEj6YqMheD+/T5lDhaefedSz+VdKiRVFRETg7u6ebjtt6CeSBfb29tz7fsyBAwdwdnZOs+3q1atxcHD4p6b2YJw7BA76tSAiIiIiIiIijzdnR0dyunk86mn85ymKJPI3pBdYBp68wDKwdcxUsrtlf9TTEBERERERERHJUE43Dwrmyv2op/Gfp+CyiJjK+RXO8KMOIiIiIiIiIiIiKbShn4iIiIiIiIiIiIhkmYLLIiIiIiIiIo+JoKAgKleujJeXF4MGDbLZ8yU9gYGBFCpUiLx587J69WqzPCoqiu7du+Pj44Ovry8zZ8606Td79myeeuopnn76aX7++ecHfi8iIvLvp7QYImI6GHxGOZdFRERERB6CzOQGjYuLo1mzZjRo0ICAgAD69evH0qVL6dq1a7p9goKC6NChA7Nnz6Zq1aq0bNmSChUqULRoUd566y0uXbrErl27CAkJoVWrVri6uvL666/zww8/MHDgQAICAsiVKxcdO3Zk7969eHt7P+hbFxGRfzGLkZm3QUXkXy0yMhIPDw9o7g8Oes9JRERERORBc3Z05MT0JRkGmNetW0e3bt24ePEirq6uHDp0iN69e/Prr7+m2+ftt9/m+PHjfP/99wBMnz6dGzduMGLECNzc3Ni5cycVK1YE4L333uP48eN8/fXXvPzyy/j4+DB37lwA3nnnHUqWLEn37t0f4F2LiMiTKiVWFBERkeH+XIoiyUMXFxdHYmIi2bJly3SfpKQkkpOTcXBweIgze3AMw8BisZjnJ06c4NSpUzRt2jTdPhs2bODq1at069YNgNjYWBwcHLBarVm6dnJyMsnJydjb//+Ps2EYJCQk4OjomLUbKVQWPLRSQURERETkgYqNJjZ4P6FRERkGlw8dOkS1atVwdXUFoEyZMhw9ejTDoQ8dOkSjRo3M8ypVqjBmzBgiIiJISEigYMGCZp3VajX/vXHo0CFeffVVm37btm1TcFlERLJEweX/sEuXLpE/f34KFSqUqi4+Ph7DMLhy5YpZlpCQgNVqxc4u41TdycnJAGa7OXPmcPbsWWbOnMmJEycoX748JUqUICoqips3b+Lr68vNmzdp2rSpmQNs1apV9OzZE0dHR+Lj480gaUJCAoMHD2bEiBHm9YoUKcKkSZNo3bo1APPnz6d8+fJUrlw5zfmVLVuWQYMG0bFjR7Ns/vz59O7d++7q3QwYhsGtW7cIDw832wYHB9OkSRN27txpls2bN4+zZ89mGFx2dXWlX79+PPPMM5QpU4annnoKR0dHm+cbGxtLkyZNWLt2LQCdOnViw4YNZM+enaSkJGJiYli/fj2tWrXC0dGRS5cukTdvXgzDwM/Pj+3bt2d4P6k4Z4NsnlnrIyIiIiIiD0RkZCR+fn7mucViwWq1EhYWhpeXV6b6uLu7c/nyZXLmzEmBAgVYv3493bt35/bt23zxxRcMGDAgw34iIiJZoeDyf1jKquDTp0/brHoF2LdvH61atbIpe+utt/jss89wcHAwV+neuXOHxMREc3m8YRjExcXx2Wef0bJlSwB69+5NuXLl+O2338iTJw/PPvss+/btY8uWLSxdutQ8Dh8+bF6rU6dOdOrUiYsXL1KmTBl++OEHKlSoYL7LPnDgQAzD4OOPP8bJyQlPT0+z740bN3jppZfYv38/Pj4+qe7bzc0NJycnmzJ3d3dq1qzJli1bzLKYmBhcXFzM8/j4eCIjI8mVKxfZs/9/XuI1a9ZQvnx5M7AcHx/PmjVriI2NxdfX12zXp08fBg4caJ77+/szYsQIIiIi8PDwIDY2NtVcR40axYkTJ8xzBwcHJk2aRPfu3bl69SoVKlSgZs2aXL16laSkJNzc3Dh37tx93wAQEREREZHHj729fap/qzg7O3Pnzp10g8t/7pPS3s7OjkWLFtGhQwfWrVvH/v37iY2NNRfZpNdPREQkKxRc/g9LCRCnFYBNTEy0CdgCLFy4kIULF5rnP/74Iy1atODTTz/l9ddfT/c6jo6OTJs2jWzZsmFnZ8fJkyepVKmSuXK5UqVK3Lx5M1UwG2DIkCG8+OKLVKxYkYYNG9KmTRt69OiB1Wo1/xCyWCw2wfGhQ4eydetWtm/fzq5du1iyZIlNsDUiIoKuXbvStWtXZs6cSdeuXc3+a9eupXjx4pQoUYKKFSsyadIkmjdvDkDp0qXNldUpQe74+HgWLlzI999/z7x58yhWrBhHjhzh0qVLTJ06lXfeeYc//vgDf39/OnfubM5h2rRp3Lhxg/Hjx6f73FLcmybD3t6ewYMHM27cOJKSksw3CLZt28bFixfJnj07P/74IwCVK1fWZhwiIiIiIk+QHDlyEBQUZFMWFRWVYbq7HDlycOPGjTTb169fn/Pnz3Py5EkaNmzIwIEDzYVBGfUTERHJLC1v/A9LTEwE4OrVq4SGhtocP/30k1mfVr8xY8bQvHlz7ty5wwsvvMC8efOYP38+cXFxafZ58cUXKVeuHImJieTNm5dJkybxxhtvmAHcNm3a2FwvJiaGIUOGcPToUZYuXQrAq6++yjvvvMOpU6ewWCzprs61WCz88MMPtGnThnHjxnH9+nWbe6tZsyZLliwhLCzMJjUGwMWLF3n33Xe5cuUK165d4/Lly/Tr148TJ05w8+ZNSpUqZdN+3Lhx1K9fn/z58zN27FgOHTrEyJEjCQwMZNq0aVy/fp233nqLMWPGkCtXLrPf1atXuXjxYsYvUDrPftKkSYSEhLB3714SEhIA6NmzJ9u2baNTp0789NNP9OjRg1OnTmV5fBEREREReXQqV67Mzp07zfPg4GDi4uLIkSNHpvscOHCAfPnymefOzs6cPHkSi8XC22+/nel+IiIimaHg8n9YSmAyf/78+Pj42BwNGzY061MYhsGXX35J2bJlWbVqFZ9//rlZ5+zszMSJE/H19eXDDz/k9u3bAGzevJmyZctStWpV5syZg7e3t7mb8fnz54mIiOD48eMULFiQFi1amON9//33TJo0ibNnz+Lj40P27NkZN24cuXLlskkt8WdRUVEkJiaaq7JdXFzYs2ePTcoNuBuAdnBwSLVhYN++fbl58yZ9+/alVatWvPzyywQEBDBjxgzatGlj807+tWvXGDt2LBs2bKB06dJUqlSJl156iRkzZtCqVSvatm1r5lLu06ePzXXs7e3NOdarV49s2bLh6emJp6cnzs7OdOnSJc37S3nOpUqV4vnnnzfTczg4ODB8+HBKlChBjx49KFy4sE1Kjz+Li4sjMjLS5hARERERkUerdu3aREZGsmTJEgAmTJhAvXr1sFqthIeHk5SUlKpPq1atCAgI4PDhw0RHRzNjxgwaNGhg1icnJzNq1CjGjh1rbhQI0Lp1a+bMmcOlS5e4du0aixYtsuknIiKSGUqL8R+VmJhIgQIFiImJSbdNSvAzMTGR7du306NHD2JiYhg8eDA9e/YkIiLCbNu5c2c6dOjAokWLGDlyJPPnz+fo0aPUqVOHHTt2MG3aNK5du8aXX35prkROSYuRcg6wYMECypcvz4svvsjBgwcpUKAAw4cPN1NrXL58mWzZsjFx4sQ05/zOO+/w5ZdfEhUVxaJFi+jUqRNjxowhe/bsBAYG3ve52NnZMWPGDKpXr87PP/+Mj48P77zzDkOHDk21Od5TTz3F77//jq+vL1WqVOGjjz6iUKFCFCpUiM2bN7Np0ybc3NwIDg7mq6++okmTJml+zMzZ2Zlly5aZGxKOGjUqzY00kpOT+eSTT5g9e7ZZlpiYaBNMX7NmDU899ZR5L+mZOHEio0ePvu/zEBERERGRf469vT0LFy6kffv2DBo0CDs7O3NfGC8vLw4cOEC5cuVs+pQtW5b+/ftTqVIlnJ2deeaZZ+jVq5dZv3z5cqxWa6oFLM2aNeOLL77gmWeeAeCFF14w980RERHJLAWX/4Nu3rxJ4cKFcXV1tQl2pqxeTcnBBXdXuCYkJHD+/HlGjRpFmzZtUm0wkcLe3p4333yTV199lT/++MNcFWxvb4/VasVisXDz5k26dOlCnz59zA39Bg8ejJeXF507d7ZJqxEXF8f58+e5desWVquVgwcPkpCQkCo1xb1S8kL7+/ub78oPGTKE559/nuDgYJvdkNOTEnD/7bffqFu3rvnHVlrB2goVKjB06FDatGlDkSJFCAwM5L333sPV1ZUpU6bQuHFjvvjiC0aOHMlrr73GhAkT6Nevn80Y9+ZUTvHnFdVwd5PFdu3a4eTkxM2bN7Farbi5udGrVy9zBUN8fDwFChQASDetScozSdklGu6+9in9RERERETk0WnevDlnzpzh999/p1q1auY+KoZhpNtn/PjxdOjQgUuXLlGnTh2bf+d16dIlzU9GWiwWVqxYQb9+/bh9+zZ16tQxF62IiIhkloLL/0He3t6Eh4cDMGPGDMqUKYO/vz+DBw/G2dmZUaNGpdmvY8eODBs2jIkTJ5qBVqvVSpEiRcw2SUlJXLhwgZo1a6Y5RsrGeTt37mTHjh0cO3aM999/n2rVqgH/H1S9fPkyQ4cOJVu2bBw+fBiLxcLIkSOJiIhg2bJlGIaR4R9X96pTpw4rV64kd+7c921rGAZDhw5l4sSJjB8/nldeeYUhQ4bQtGlT3n//fb766iub9suXL2fy5Ml06NABf39/evToQd++ffnkk09sVgsATJkyhRdffDHVNf+cfgTSDgxXqVKFRYsWUbhwYRYvXkzOnDnNdBtz584lLi6Oo0eP8swzz5A9e/YMd3p2cnJK900CERERERF5tHx8fGjSpEmW+pQoUYISJUpk+VqVK1fOch8REZEUyrn8H5aQkMC4ceOIjY01y6ZNm0ahQoXInz8/uXPn5vXXX7fp4+TkxCuvvGKmY7j3CA0NNdukJ+Vav/zyC3Z2dowePZoJEyZgZ2fHtWvXzL7PPPMMP/30E+vXr6dx48Y0a9aM9evXs2XLFgoVKkRCQoLNvO+nffv22NvbExYWxsWLF21yjd1r8eLFAAwePJgvvviCsWPHUqxYMQICAjh+/Lj5kbQU9vb29O7dmzp16jB27Fhefvll2rVrh52dHSEhIeYB0LRpU5tAfAoHBwe6d+9u5lyeNm1amquZAcaMGcPx48cB+OCDD8iVKxcnT55k/PjxLFy4kBdeeIGvvvqKBQsWpBvgFxEREREREREReRC0cvk/bOXKldy8eZNRo0ZRpkwZAN5+++10Vy5Dxnl8U/z5o1Tx8fEcOHCA69evM3r0aPLly0fhwoVt2nz++ef4+/tTvHhxm/Jbt24RFhZGREQE06dP58SJE+TKlYupU6eme/3z589z9uxZ9u/fb+YxhrurtN977z1KlixprpS+V3JyMl988QWffvopAH5+fhw/fpz169eTLVs2Tpw4QXJysk2fV199lRdffJFdu3YRGBjImTNnaNiwYZrzSu/ZrV+/Pt17+bPjx4/z5Zdf4u7uzpgxY+jTpw/x8fEsX76cVatWsXv3blavXk2lSpX4+uuvqVixYqbHFhERERERERERyQoFl/+jzp8/z8CBAwkICODgwYMUK1aMp556ipo1axIUFET27NkBuHPnDteuXaNkyZLkzp0bwzD4/PPP+fzzz9Md+950FZcuXaJVq1Y4OTlRtmxZWrZsyUsvvcTzzz/Ps88+i7u7Ow4ODnTu3JmLFy+yc+dOatWqxZgxY5gwYQJxcXHkzZuX4sWLc+rUKYoVK0atWrUAOHXqFCdPnuT8+fNky5YNgN27d/PSSy/RokULfvnlFypWrMhrr71GlSpVaNiwIfXq1SNHjhxcv37dDBbXrFmTpKQk7Ozs+P777825Fy1alL1795rnN2/e5Pfff7cJEvfp04d58+bRuHFj2rVrR4MGDYiPj+fixYvkz5/fbHf16lWb55JRPuSUZxgWFsb169fN1dynT5/GMAxq1qzJoEGDqFq1Kr6+vhQvXpyYmBh27NiBj48Pb7zxBsWKFSMsLIywsDC8vLwyvJaIiIiIiIiIiMhfoeDyf9CdO3d4/vnnefnll2nTpg1t2rShc+fOrF69mp9++on69esTHh5upp1wc3Pjxo0bwN1VyG3btiUgICDVuOHh4Xh5eREfH2+WJScn4+fnx+LFi3FxceG9995j8eLFrFy5kgsXLnDp0iUzN7C9vT2DBw+mVq1atGvXjurVq1OxYkVy5MiR5n1s27aNAQMGUL9+fUqXLg3AihUreOONNxgzZgyGYbBq1SqWLl3KlClTiIyMJDY21tz8DmDcuHHUrFmTiIiI+z63devWMWfOHN555x2zbNCgQYwYMYKnnnrKLAsODiZ//vxmOgwAX19fm80K08qzfC+LxULjxo2JiIhg1qxZAPz666+0aNGC1157jVatWvHFF1+wZs0ajh49ypUrV1i0aBExMTFmoNzBwYFz587d975sxN6G2+FZ6yMiIiIiIhmLjX7UMxAREXkoLEZmd0WTf5VTp07h5+dnbrCXWRERESQlJaUb8P0npQRR703DkZSUhMViyVT6joclJf+0j4/P3xonOTk51X3cvn3bXKX9IEVGRuLh4QHN/cFB7zmJiIiIiDxozo6OnJi+hIK57r/RuIiIyKOWEiuKiIjA3d093XYKLouI+Qtj68H9ZHfL/qinIyIiIiLyr5PTzUOBZREReWJkNrisJYoiYirnVzjDXxgiIiIiIiIiIiIpHl3uABERERERERERERF5Yim4LCIiIiIiIiIiIiJZprQYImI6GHxGOZdFRERERNKQmZzJQUFBdO3aldOnT9O9e3emTJliswF5WgIDA3n33XdJSEjg448/pn379gDExMTQqVMnfvjhB5ycnOjcuTNTpkzBzs4uwzoREZF/koLLImKq88EAcNCvBRERERGRP3N2dOTE9CXpBpjj4uJo1qwZDRo0ICAggH79+rF06VK6du2a7phBQUF06NCB2bNnU7VqVVq2bEmFChUoWrQoH374IQ4ODhw7dozLly/zyiuvUKJECbp165ZhnYiIyD9JUSQR+X+FyoKH96OehYiIiIjI4yU2mtjg/YRGRaQbXN64cSMRERFMnToVV1dXJkyYQO/evTMMLi9cuJC6devSvXt3APr06cOKFSsYN24ce/bsoVevXuTLl498+fJRr149Tp8+DZBhnYiIyD9JwWWRTAoLC8PLy8s8f/fdd7l06RIBAQFm2enTpylSpIh5fuHCBXx9fSlevHiaY548eZJffvmFmjVrPryJZ4VzNsjm+ahnISIiIiLyxDl06BDVqlXD1dUVgDJlynD06NH79mnUqJF5XqVKFcaMGQNAyZIlWbhwITVq1ODSpUt89913rFq16r51IiIi/yQlZBLJhMTERKpXr87kyZPNMicnJ5ycnMzzNWvWULp0aS5cuGCWOTg44OLiQlBQUJpH3rx5cXd3N9v7+/tjsViIiooC4JVXXsFisRASEgLA3LlzyZcvH9mzZ6dbt27ExcWZ/aZNm2aOs27dOnx9fR/CkxARERERkbRERkbi5+dnnlssFqxWK2FhYZnu4+7uzuXLlwEYPHgwO3fuxMvLi1KlStGyZUvq1q173zoREZF/koLLIplgb2/PqFGjGDZsGNu3bwfAzs7O3Jzj0qVL9O/fn/fff58CBQqY/e4NPqfHwcEhVVnKCocjR46YZVu3buWdd95h+vTp7Ny5k99++42xY8f+rfsSEREREZEHw97ePtXf/87Ozty5cyfTfe5tP2LECGrVqsW1a9c4fvw4u3fvZubMmfetExER+ScpuCySSe3ataN169Z8+umnqepGjhxJxYoVGTlypE25xWIhJiaGUqVKpXmkrEq4l9Vq5ciRIyQkJHD27FmzfPny5bRp04bWrVtTunRphg0bpo++iYiIiIg8JnLkyMGNGzdsyqKionB0dMx0n3vbr1q1ig8++IDcuXNTtGhRhg8fzqJFi+5bJyIi8k9SzmWRTEhMTCQ5OZl58+aRPXv2VPUzZswgMTHRXMl8r5S0GGlJK3VFpUqVOHLkCCdOnKBcuXLs2rULgMOHD9OuXTuzXalSpQgJCclwJUR64uLizJQacPfjeCIiIiIi8tdVrlyZBQsWmOfBwcHExcWRI0eODPvs3LmT119/HYADBw6QL18+AJKTk7l+/brZ9urVqyQlJd23TkRE5J+klcsimbB8+XI8PDwoWLAg3t7eeHp6MmvWLNatW4enpyd58+alYMGCWCwWjh07ZvZLSEjI8rXKlCnDkSNHCAoKokyZMmZ5WFgYHh4e5nnK1+Hh4Vm+xsSJE/Hw8DCPe1N5iIiIiIhI1tWuXZvIyEiWLFkCwIQJE6hXrx5Wq5Xw8PA0g7+tWrUiICCAw4cPEx0dzYwZM2jQoAEAzz33HIMHD2bVqlXMmDGDESNG0Lx58/vWiYiI/JMUXBbJhG7duhEaGkpoaCjh4eFpHqGhocDdlcopIiIisnyt0qVLc/ToUY4cOWITXP4zwzCyfiP/M2TIECIiIszj3k0IRUREREQk6+zt7Vm4cCF9+vQhZ86crF+/3twQ3MvLi8OHD6fqU7ZsWfr370+lSpXIly8fVquVXr16AXc3886TJw99+/Zl6NChNG3alOHDh9+3TkRE5J+ktBgimRAeHo6XlxdwNydyZt28eZPY2Ng0018AXLx4MVWZm5sbDg4O7Nixg1GjRpnl3t7eNjtNR0REYLFYzHn9WVopOlI4OTllarNBERERERHJvObNm3PmzBl+//13qlWrhre3N5DxwpDx48fToUMHLl26RJ06dcycy/nz5+frr79Os09GdSIiIv8kBZdFMsHT05P4+HgcHBzSbZOYmJiqft++fdSoUYNt27al2Se9oHPp0qVZv349X375pVlWpkwZDh06ZJ4fPnyYp59+GhcXF3LkyGGTHiM8PDzD3G4iIiIiIvJw+Pj40KRJkyz1KVGiBCVKlHhIMxIREXl4lBZDJBMSEhKws8v6j8uKFSvMnGlZUaZMGQoWLGiTY7lz584EBgYSGBjIH3/8wfjx4+nYsSMA/v7+LF26lP3793P8+HFmzpyJv79/lq8rIiIiIiIiIiKSWVq5LJIJQ4cOZfr06Tg7O2c6yBwYGMjhw4dZv359qrqUDTtu3ryZZnqKsmXLpsq3XLNmTWbMmEG/fv2IjIykXbt2DB06FICePXty8uRJGjVqREJCAg0bNuSDDz74C3cqIiIiIiIiIiKSORbj7+wKJiKmlLQYR48epVChQlSsWJE+ffrQu3fvVG1bt27Nhg0beP7551m/fn2W8jg/DJGRkXdXSfftDx7ej3QuIiIiIiKPndhoCN7P71PmUOHpZx71bERERB66lFhRREQE7u7u6bbTymWRB8Te3t5mo44DBw7g7OycZtvVq1dnmL/5kTl3CBz0a0FERERE5M+cHR3J6eZx/4YiIiL/IYoiiTwk6QWWgcczsAxsHTOV7G7ZH/U0REREREQeOzndPCiYK/ejnoaIiMhjRcFlETGV8yuc4UcdREREREREREREUmRuZzIRERERERERERERkXsouCwiIiIiIiIiIiIiWaa0GCJiOhh8RjmXRUREROSJkJkcyEFBQXTt2pXTp0/TvXt3pkyZgsViybBPYGAg7777LgkJCXz88ce0b98egJiYGDp16sQPP/yAk5MTnTt3ZsqUKdjZ2WEYBl5eXkRERJjjjB07luHDh//9GxUREXmMKbgsIqY6HwwAB/1aEBEREZHHn7OjIyemL0k3wBwXF0ezZs1o0KABAQEB9OvXj6VLl9K1a9d0xwwKCqJDhw7Mnj2bqlWr0rJlSypUqEDRokX58MMPcXBw4NixY1y+fJlXXnmFEiVK0K1bN06dOoWnpychISHmWC4uLg/6lkVERB47iiKJyP8rVBY8vB/1LEREREREMhYbTWzwfkKjItINLm/cuJGIiAimTp2Kq6srEyZMoHfv3hkGlxcuXEjdunXp3r07AH369GHFihWMGzeOPXv20KtXL/Lly0e+fPmoV68ep0+fBmDv3r1Ur14dT0/PB36rIiIijzMFl58Qt2/fJlu2bBiGwZ07d3B2dsZqtdq0SUpKIiEhAWdn51T9w8LCWL58Ob1798bePnMve1xcHHZ2djg4OGSqfVhYGF5eXplq+6QyDIOkpKQ0n2FSUpL5mhiGwYkTJyhWrNgDn0NCQkKmX5Msc84G2TwfztgiIiIiIv+gQ4cOUa1aNVxdXQEoU6YMR48evW+fRo0amedVqlRhzJgxAJQsWZKFCxdSo0YNLl26xHfffceqVasA2LNnD3v27MHT0xNHR0feeOMNxo4de98UHCIiIk86bej3BDh06BDlypXj1q1bXLlyhZo1a1K9enXKli2Lvb09VatWNY/+/funOYaLiwtDhw5l+/btGV6rX79+fPfddwCMGzeOwoUL4+vrax4+Pj5YLBYGDBhg02/r1q2UL1+e0NBQACIiIjh58iSbN29m3rx59O/fn2rVqqU7v7/CMAwsFgtBQUFp1hcpUoTvv//epmzSpEkMGTLkL10vOTmZ7t27s2DBgjTrFy1aRJMmTQAICQmhcuXKXLlyJd3xvv76a6pWrcqdO3dsyi9evIjFYklVDrBhwwZeeuklYmJi/tI9iIiIiIj8V0RGRuLn52eeWywWrFYrYWFhme7j7u7O5cuXARg8eDA7d+7Ey8uLUqVK0bJlS+rWrQvAyZMnadasGQcOHOCzzz5j7ty5fP755w/pzkRERB4fCi4/AcqWLcuLL75Ir169yJs3LwcPHmTPnj3MmjWLYsWKsXv3bnbv3s2+ffuYN28eAO+++y5+fn6UKlWKUqVKUalSJdzc3OjevbtZVqJEiVQra8uXL0/Xrl25evUqY8eO5fz58yxcuJC2bdty6NAhChcuTL9+/Zg6dapNvzp16lCzZk1ef/114uPjKVGiBK1bt2bq1Kn07NmTEiVKMHnyZN55551M3fPYsWNxdHTE09MTNzc3vL1Tp2qwWCzY29vj6OiY5hjOzs42q7jXrFnDmDFjqFKlSqbm8GfvvPMOzs7OvPnmm6nqkpKSmDJlCs2aNQPAz8+PDh06ZBhMX7hwIRUrVsTJyYmEhASbeQPmCot7NW7cmOeee4527dr9pXsQEREREfmvsLe3x8nJyabM2dk5zUUc6fW5t/2IESOoVasW165d4/jx4+zevZuZM2cCd1NwTJs2DT8/P+rVq0e/fv0IDAx8CHclIiLyeFFajCfExx9/zKVLlwD46KOPOHToEJcuXeL27du8/fbbANjZ2fHxxx9jsVj4+OOP+fjjj9myZQtLlixh2bJl5libN29m6dKlLFu2DDs72/cXunbtSlBQEImJiWZZ+fLlef/995k/fz49e/Zk4sSJac5xzpw5hISE4OjoaM41NjYWFxeXNAOyGXFwcOCVV15h5cqV7Nu3j2bNmrF582Z27NiB1Wo1522xWJg/fz4FCxakX79+6Y63bt06evTowZdffknDhg2zNBeAH374gSNHjvDjjz+memYAM2bMwGq1mrnZAMaMGUOJEiX45JNPUgXV169fz48//oiPjw/ffPMNnTp14rnnniM8PJyoqCgAAgICAPD29qZ+/fpm3yFDhtC5c2c+/fRT3nrrrSzfi4iIiIjIf0GOHDlSfcoxKioq3cUpKX1u3LiRZvtVq1axbds2cufOTe7cuRk+fDgjR46kb9++qcbJnTu3+W8iERGRfzMFlx9z8fHxWCwWnJ2dKVy4MADVqlWjWLFijB8/nqZNm+Lv78+pU6f48MMPU60orl69Ol26dOHbb7+ladOmAHzyySfUrl07zSAp3A1kA3Tr1o1Nmzbh4eHB7du3SUhI4JtvvuGbb77h5MmTXLp0iVy5cpn9PDw8KFu2LDt37iQxMRF7e3tzRe6uXbts8hVXq1Ytw/v+c05je3t7nnrqKYoXL46DgwMWi8X8WFvRokXJnz9/umMtWLCAQYMG8eWXX/LCCy9keN30TJgwgdmzZ6f5zE6ePMnw4cNZu3atzbxz587NqlWraNasGXFxcbz//vtYLBaOHDlCp06dWLFiBW3atDHbV6pUicqVK5MnTx7gbnqMEydOcOzYMZvgMtx9jWrWrMmbb76Z7uuYkbi4OOLi4szzyMjILI8hIiIiIvI4q1y5sk1Ku+DgYOLi4siRI0eGfXbu3Mnrr78OwIEDB8iXLx9wN03e9evXzbZXr14lKSmJmJgYqlSpwp49e3BxcQFg586dFCpU6GHcloiIyGNFweXH3IQJE/jkk09ISEigR48eTJ8+nVq1agHQu3dvXnvtNapUqUJAQAAFChQA7uZobtq0KdmzZ8dqtZKUlMTgwYMZPHgwAOfOnePMmTMsX76c2NhYvL292b17N9988w3ffvstBQoUYPjw4djb2/Phhx/Srl07tmzZwrhx4/jpp58A8PX1Nd/Br1evHj///DOGYXDr1i1WrlzJtWvXsFqtJCcnAzBt2jQMwyA5OZmnnnrqvsFlOzs71qxZw7fffktSUhI5cuSgVKlS5MqVi+TkZDMAa7VaqV+/Pr6+vsDdXM+Ojo5YLBYMwyA+Pp6cOXOyZs0aatasSWxsrHmN+Ph4nJycUn1U7s+io6O5desWpUqVSlUXGhpK8+bNee2116hbt67Nim+AF154gc8//5zXXnuNDRs2sHjxYjw8PJg1axZDhw5l0KBB2NnZERAQgL29PW3btqVUqVKMHDmSgQMH8v333zNp0qRU182ZMydFihTh8OHDlC1bNsP5p2XixImMHj06y/1ERERERJ4UtWvXJjIykiVLltC1a1cmTJhAvXr1sFqthIeH4+bmlmqT9FatWlGzZk369++Pn58fM2bMoGPHjgA899xzDB48mLfffpubN28ybtw4evTogYuLC0899RS9evWid+/ebN++nc8++8z8t5OIiMi/mYLLj7lRo0aZx+3bt/n666/ZuHEjAOfPn2fBggUsX76cgwcPcuPGDXr06EH37t25cOFClq9VoEABihYtysqVK83gct++fRk8eDCxsbFERESYQdyLFy+af4h9//332NvbY7FYcHR0ZPbs2eaYsbGxBAYGmikeUuzatSvN9BTZs2fn4sWL2NnZ2aTFaN26NQADBw7EwcGBxYsXp3kPzz//PEePHsVqtRITE8NLL71kfu3o6GjOOSXwHBAQQKtWrTJ8LhcvXqRgwYJp1r322msULFiQ6Ohom/zO98qWLRu7du2iV69euLu7kzt3bl577TUqV65Mw4YNOXv2bIbXT0+hQoW4cOHCXwouDxkyxGZTxsjISPPNCRERERGRfwN7e3sWLlxI+/btzUUdW7ZsAcDLy4sDBw5Qrlw5mz5ly5alf//+VKpUCWdnZ5555hl69eoFwNy5c+nVqxd9+/YlPj6eV155heHDhwOwePFiunTpQq1atfD19SUgIIA6der8k7crIiLySCi4/ASxWq3UqVOHKlWq4OTklGbu44SEBLJlywbAd999R5s2bcibN2+qdikreC9evGiWlStXjuzZs7NmzRrgbt7jmTNnprtyOcW9qSD+/M5/esqXL8/BgwdTlaekeEhZ8fxnI0aMoFSpUgwbNsxME3Kv33//3fy6VKlSzJo1C39/f3r27ImHhweTJ0/O1Pzu5e7unm7aiOXLl+Pq6orVamXRokW0a9eOWrVqmRv5/fTTT7z99tuUKlWKbdu2mf1Wr17N/v37iYyMZPLkyZQsWTLL84qMjMTDwyPL/YBMrdgWEREREXnSNW/enDNnzvD7779TrVo1c6NwwzDS7TN+/Hg6dOjApUuXqFOnjvmJzfz58/P111+n2adgwYL8/PPPD/4GREREHnMKLj9hEhISSExMTDNFA9xNiZGSB9nR0ZGnn3461SYWcDfomZJHLD1JSUkZrlzOSKtWrdi9ezeenp6ULFmSUqVKER4eTpUqVfjyyy9xcnKyCVCnde17pfzx9+yzz9KlSxeuXbuWZnA5Pb169eK5556jd+/e6a5CTs9TTz3FxYsXuXPnDq6urjZ19+achrvPv3fv3mbA/erVq2muCLZarWbuaAcHBzOo3q5dO/OPV19fX2JiYihevHiq/oZhsG/fvlQ5tkVERERExJaPjw9NmjTJUp8SJUpQokSJhzQjERGRf4+s7wQmj8yFCxeoUaMG8fHxJCYmEhoaanMkJibarBy2WCycPn2aUqVKpTp69OiBxWLJ8HqJiYnMnDmTkJAQAgICqFmzJiEhIQQHB5MjR440+9+6dYtu3bphZ2fHuHHjCAoKMo9x48ZluDPzvZKSkggMDCRnzpzUq1fPJpfx/PnzqVGjRiaf2l1FihTh1VdfpW3btty5cydLfa1WK40bN7bZDCQtO3fuJDQ01GZuly9fTnOzwVdeeYVOnTrh5ubGgAEDaNy4MTExMaxZs4b9+/cDEBISwsqVK9O81jfffIOfnx+5c+fO0r2IiIiIiIiIiIg8KAouP0E+++wz6tWrl2r1bEaKFCliE+BNOTIKlN68eZPo6GgSEhJS1cXHx/Pss8+SmJho7oQM/7/SuEmTJhQtWjTT6THSk5iYSOvWrQkNDeWnn35Kcy6ZERMTw7vvvkv16tWZMmUKiYmJ1K1bl5CQkCyNM2LECKZOncoff/yRZv2tW7d488036du3r83rc/HixTSDy3A39UdycjJjx45l1qxZHDp0iNq1a9u0qV+/vpkXLsWlS5fo27cvH374YZbuQURERERERERE5EFScPkJcfbsWerWrcvMmTMzbHdv7rD7BWT/nHoiMjKS9957D4vFQpkyZbh48SKRkZGcOHECDw8PXn/9da5fv857773H8uXL+fHHH83rpeRPrl+/Pu+//z7JyckMGDCA/Pnzm8e9G8jdj4uLC56engCULl2a3bt3p2oTFxdHfHx8uiuww8PDadeuHZs3b2bu3Lm4ubmxadMmvLy8KF68OO+88w63b9/O1Hx8fHxYvHgxzZo1SzWXAwcOULNmTYoWLcro0aMBOHfuHNu3b2fjxo3pfpxu+/btXLhwgaNHj9KpUyezPOV1SSvv9OnTp/H392f8+PHppkYRERERERERERH5Jyjn8hMgJiaG69evs3z5cqxWK7GxsURGRqbKWRwZGUlcXJx5npiYaKbF+LPbt28THx9vU/bhhx/i6OjIyZMnCQ0NJSAggB9//JGZM2dy8+ZNYmJiSExMxDAMLBYLlSpVomHDhgBUrFiRVatW0b59e+BuYHvq1Kl06dLFHH/p0qXpboDxZ++++675tZOTE35+fjb1s2fPZujQoRQsWJB8+fKl6n/16lUiIiJ44403mDRpEg4ODgB4enry/fffM3/+fKKjo83NDzPjhRdeIDAwEHd3d7Ns69atNGzYkHfffZfRo0ebK7YPHz5M9+7dadGiBS1atEhzvGrVqjFt2jRz878UKZstxsbGplql7u7uzuzZs3nxxRczPe8sib0Nt8MfztgiIiIiIg9KbPSjnoGIiIgAFiOjbXLlsWQYBnfu3LlvYDQhIYHY2Fjc3NwyPW50dHSm2z9KkZGRnDt3jhIlSqSbguPcuXMUKlTooc/lxo0bqTb2e9JERkbi4eEBzf3BQe85iYiIiMjjz9nRkRPTl1Awl/YhERERedBSYkURERE2Cy3/TMFlETF/YWw9uJ/sbtkf9XRERERERO4rp5uHAssiIiIPSWaDy1qiKCKmcn6FM/yFISIiIiIiIiIikkIb+omIiIiIiIiIiIhIlim4LCIiIiIiIg9FUFAQlStXxsvLi0GDBpGZrIyBgYEUKlSIvHnzsnr1arM8JiaGNm3a4O7uTq5cuRg4cCDJycmp+tatW/eB34eIiIikTWkxRMR0MPiMci6LiIiIyH1lJt9xXFwczZo1o0GDBgQEBNCvXz+WLl1K165d0+0TFBREhw4dmD17NlWrVqVly5ZUqFCBokWL8uGHH+Lg4MCxY8e4fPkyr7zyCiVKlKBbt24A/PDDD3Tu3JnKlSs/0HsVERGR9Cm4LPKAGIaBxWIxzxMTE7G3z/yP2JEjRyhatGiW+jxodT4YAA76tSAiIiIiGXN2dOTE9CUZBpg3btxIREQEU6dOxdXVlQkTJtC7d+8Mg8sLFy6kbt26dO/eHYA+ffqwYsUKxo0bx549e+jVqxf58uUjX7581KtXj9OnTwNw+vRp+vTpQ+/evdmzZ8+DvVkRERFJl6JIImkwDIPIyEhu3rzJ1atXOXHiBL/++ivFihVj0KBBqdqHh4dTs2ZNfvjhB/Lnzw/A1KlT2b9/PwEBAanaHz16lBIlStiUvfTSSwwZMoTXX389zTlFR0czffp0hg4dygsvvEC/fv1wcnIiISGBBg0aUL58eTZt2kS+fPn++o0XKgse3n+9v4iIiIj8+8VGExu8n9CoiAyDy4cOHaJatWq4uroCUKZMGY4ePZrh0IcOHaJRo0bmeZUqVRgzZgwAJUuWZOHChdSoUYNLly7x3XffsWrVKgC8vb3Zu3cv69atU3BZRETkH6Tgssj/1K1bl2PHjuHi4oKjoyPZsmXjzJkzVKlShVKlSlGkSBFy5sxp0ycuLg4HBwc8PT3x9/dny5YtdOzYkcTERObPn8+nn34K3F3FbLFYsFqtXLt2jWrVqrF69WqaNGkCwIEDB4iJieG1115Ld36urq7s3r2bmTNnYm9vj6OjI1OmTGH06NH88ccfhIeHkzdv3r/3EJyzQTbPvzeGiIiIiAgQGRmJn5+feZ7y93BYWBheXl6Z6uPu7s7ly5cBGDx4MCVKlDD79u7d28yvnN54IiIi8nApuCzyP/Hx8cyaNYuXXnoJBwcHAPz9/Xn33Xdp2LAhAElJScTHx+Po6AhA5cqVuXXrlpnKYu3atXTr1s0M8vbo0QPDMEhISGD27Nm0aNGCp556igULFvDaa6/x+++/4+fnx/z587lx4wa5c9uu/HB1deXs2bM4Oztz8uRJGjVqhKOjI2FhYezZswcfHx+ioqLYsWMHL7zwgpmWIz4+Hjs7u0eaYkNERERE/tvs7e1xcnKyKXN2dubOnTvpBoP/3CelPcCIESOoVasWs2fPJiwsjI4dOzJz5kz69u378G5CREREMqTIk8j/GIbBsmXL6NSpkxk8jo6OpnXr1maQNikpiXr16vHVV18Bdz+2l5iYaAajFy9ezLp16/j666/NcRMSEkhOTrb5I7lt27Z8//33jBkzhnHjxrF69WrOnDlDgQIFzDYffvghv/76K87OzgAEBwezZ88e9uzZw9GjR8mdOzf58uXj559/Zs+ePZw6dQpfX19u3ryJo6MjAQEB1K9f/+E+NBERERGRdOTIkYOgoCCbsqioKPNv7fT63LhxI832q1atYtu2beTOnZvcuXMzfPhwRo4cqeCyiIjII2T3qCcgklX+/v507dqVXLly8eqrr9K1a1fc3Nz4+uuvCQoKolatWnh4eNC4cWMuXrxo9vvpp58oUaIErq6u1KhRw9z8I0VCQgJ9+vThzp07hIeHEx4eTq1atQgMDDTPo6KizMAywMWLF8mXLx+FChXC19eX3r17s2vXLnx9fc3j6aefplOnTqnuY9q0aXz66af079+fHj16UKBAAfr168fixYsB+Prrr2nWrJnZvlGjRjRp0oSkpCQqVapEgQIFyJYtG/379+e3337j119/JSQkhMaNGzNv3jwFlkVERETkkapcuTI7d+40z4ODg4mLiyNHjhyZ7nPgwAFzT5Hk5GSuX79u1l29epWkpKSHMHMRERHJLAWX5YkUHBzM0qVLWb16NRUrVqR169Z89dVXvPjii9SvX58//viDAgUK8NJLL5GcnAxAx44d6dq1KydOnKBEiRKMGDHCZsyYmBicnJwYPXq0GRjetWsXnTt3Ns979epltk9MTCRv3rxcv36dc+fOERQUhLOzM7t37yYkJMQ8Lly4QEBAAPHx8TbX8/DwwN7enpdfftmcy9mzZ4mJiQGgc+fOtGjRwmw/duxYpk6dyubNm8mXLx+NGzcmNDSU/v37Y7FYOHPmDACXL1++b+7luLg4IiMjbQ4RERERkQepdu3aREZGsmTJEgAmTJhAvXr1sFqthIeHpxkYbtWqFQEBARw+fJjo6GhmzJhBgwYNAHjuuecYPHgwq1atYsaMGYwYMYLmzZv/o/ckIiIithRclidSu3btKFmyJADdu3enUKFCfPbZZ7i5uTFy5EgKFSrE9OnTOXnypLlbtIuLCwkJCeTIkYP58+ezbNkymzHDw8PJli0bUVFRdOnShZCQEH7//XcOHz5MSEgIffr0ISoqymw/depUChYsaAaec+bMicVioW7dujYrl319fSlUqBDt2rWzud7mzZtp1qwZHTt2xN3dHbi7EjoiIsK8L29vb7N9nz59+Pnnn/nll19wcHCgefPmrFixgtjYWPr168dvv/0G3A28P/vssxk+v4kTJ+Lh4WEe96bjEBERERF5EOzt7Vm4cCF9+vQhZ86crF+/nsmTJwN3N+A7fPhwqj5ly5alf//+VKpUiXz58mG1Ws0FHnPnziVPnjz07duXoUOH0rRpU4YPH/6P3pOIiIjYUnBZnkgpeYjv/dpqtdrsLO3s7Ey+fPk4f/48ACtXruSXX34hX7581K1b1yb/m2EYhIaGkjdvXuzs/v/HYvjw4axcudKmXYr33nuPS5cuERISwtq1a8mVK5cZiP7zcf78eb788kubexg1ahR16tQxz0NDQzl69Cjffvttmvc8YsQIihQpQteuXdmxYwe+vr44OjrStWtX3nzzTdavX09wcDCurq7kzJkzw+c3ZMgQIiIizOPChQsZthcRERER+SuaN2/OmTNnWLZsGceOHaNEiRLA3b+ry5Url2af8ePHc+DAAQIDA9mxYwcuLi4A5M+fn6+//ppbt24RHR3N4sWLzboUXbp0YcuWLQ/zlkREROQeCi7Lv0ZycjLBwcHmeVxcHJcvX6ZQoULcuXOHxMRENm3aRGhoKLVq1aJLly5m25MnT2IYBnnz5iUuLs6mvHz58gB4e3vbrCROceTIEV5++WX8/PwoXbo0hQoVwtvbm/z581OoUCFy5MjBF198YdNn/fr1XLt2jQEDBphl06ZNo1u3blgsFgIDA1NdZ9asWfz8888UKVKEc+fOsXv3bry9vWnSpAnFihXDxcWF7t2707hx4/s+KycnJ9zd3W0OEREREZGHwcfHhyZNmqT5t3R6SpQoQf369TPc/E9EREQePftHPQGRB6Vp06bs2LGD0aNH06VLFyZMmMAzzzxD5cqViY6OpkGDBixatIi6detiGAaJiYlm3w0bNlChQgUsFguDBw/GarXy3Xffcf36dZycnChbtiwTJkxg+vTpNtdctGgR7733HgsWLKBly5ZmealSpZg2bRr16tVLNc8bN27Qq1cv5s2bZ/6xvHHjRhYuXMi+ffu4evUqDRo0wNXVNVWgeN++fTg7O1O/fn0SEhJo1aoV2bJlA6Bnz5507dqVqVOnPrBnKiIiIiIiIiIikh6tXJZ/jezZs/PDDz/w448/Urp0ac6fP8/69euxs7PD3d2dlStXMm7cOAoXLsw333zD3LlzAYiOjmb69Om8+uqrwN10GvPnz6dLly4EBgZSrVo1Bg4cyFtvvcWLL77I2bNnARg4cCDvvfcegYGBvPzyy/edX8rGgiNHjqRUqVI0bdqU5ORkPvroI1599VUCAwPJnz8/lSpVYuHChbRo0YIRI0Zw584dc4xXX32VnTt3kidPHqxWK3v27GHSpEkcPnyYiRMnUqtWLfr160d0dPQDfroiIiIiIiIiIiK2LMa9SWRF/oPOnDnDlClTmDZtGl988QX9+vXj5ZdfZvz48eTLl89sd+fOHYYNG0ZUVBQLFy7k+vXrREZGcu3aNerWrYurq6vZNikpCTs7OywWCwCxsbGMGDGCYcOGcefOHUJDQ/Hx8aFGjRpER0fzxRdfULp0aZt5bdq0iU6dOtGwYUOWLFnCsWPHWLVqFV988QXt27dn2LBhREdHM3LkSNauXcuiRYuoV68eL7/8MsePH2fdunWUKlUqU88gMjISDw8PGDQUcvg8gKcqIiIiIv9at8Ph2DZ+nzKHCk8/86hnIyIiIg9BSqwoIiIiw3SqCi6L3CMhIYHo6Gi8vLzSbWMYhhk0/rv++OMPihYtipOTU5r1YWFhwN3dtC9cuEBAQABdu3Y1N+yLi4tjxowZNmXJyckEBATQrl07m80JM2IGl/v2B4/M58ITERERkf+g2GgI3q/gsoiIyL+YgssikmlmcLm5PzgoFbuIiIiIZMzZ0ZET05dQMFfuRz0VEREReQgyG1xWFElETFvHTCW7W/ZHPQ0REREReczldPNQYFlEREQUXBaR/1fOr3CG70aJiIiIiIiIiIikyFxCVhERERERERERERGReyi4LCIiIvKABQUFUblyZby8vBg0aBCZ2eIiMDCQQoUKkTdvXlavXp1mm7Nnz+Lq6pqq/KOPPqJLly5/d9oiIiIiIiJZorQYImI6GHxGOZdFRO7jfnlG4+LiaNasGQ0aNCAgIIB+/fqxdOlSunbtmm6foKAgOnTowOzZs6latSotW7akQoUKFC1a1KZdz549iYmJsSlbunQpgwcPpmPHjn/vxkRERERERLJIwWURMdX5YAA46NeCiEhGnB0dOTF9SboB5o0bNxIREcHUqVNxdXVlwoQJ9O7dO8Pg8sKFC6lbty7du3cHoE+fPqxYsYJx48aZbVasWMHFixdt+m3ZsoUZM2bQrVs34uPjH8DdiYiIiIiIZJ6iSPLEuXDhAomJifj5+WW6z4YNG3BwcKB+/foPcWb/jDVr1nDz5k3eeuutBz94obLg4f3gxxUR+beIjSY2eD+hURHpBpcPHTpEtWrVzPQVZcqU4ejRoxkOe+jQIRo1amSeV6lShTFjxpjnN2/eZNCgQXz55ZfUrFnTLC9atCg7d+5k4sSJhISE/I0bExERERERyToFl+WJM3jwYMLCwtiwYUOm+5w7d4758+dz4MCBdNtER0fj5uZGvnz5sLdP+0fj6tWrTJs2jZ49e9qUL1q0iLx589KoUSNiYmJwdHTEarXed17PPfccgwcPpkmTJuaKM0dHR7PeMAzi4uJwdnY2y9zc3OjQoQOlS5emVq1aODo6kpCQkGrsWbNm0bt37/vOwYZzNsjmmbU+IiJiIzIy0uYNUIvFgtVqJSwsDC8vr0z1cXd35/Lly+b5gAEDaNu2LTVq1LDplydPngc8exERERERkcxTcFkea7ly5eLWrVtYLJZUdfcGgA3DwM/Pj9OnT6c5zmuvvca+ffuIjo4me/a0cwqnBHV//fVXfH1902yTEsy91507dxgzZgyff/45AFWrVuX8+fNYrVbc3NxISkriypUrXLt2DW9v21XBLi4u5sq2iRMnMnHiRJtAcnx8PLGxsSQnJ5tljRo14pVXXmHt2rXmfLZu3Urp0qVt2jg4OKR5DyIi8nDZ29vj5ORkU+bs7MydO3fSDS7/uU9Ke4DNmzezfft2Dh8+/PAmLSIiIiIi8hfYPeoJiGTE0dGRzZs3k5iYyN69e6lTpw4hISEkJibaHJs3b7YJ+k6bNg17e3vz8PT0ZNmyZXh6etqUz58/3+yTEsCuVasWvr6+aR779u3Dzs72x+aDDz6gS5cuVKpUiUGDBvHzzz/z9ttvM2bMGEJCQli6dCm1atWyCSyfPXuWU6dOERcXx5UrVzh69CjDhg0jNjaW8PBw87hz545NYDnF9OnTmTx5MgBWqxUXFxeyZ89uHlarNdU8RUTkn5EjRw5u3LhhUxYVFZXqzcmM+qS0j42NpWfPnsybN49s2bI9tDmLiIiIiIj8FVq5LI+1li1b4uPjw40bN2jbti3nzp2jVq1aNm1effVVunXrRvv27c0yq9VKx44dWbp0abpjlytXLtXqZ7j/yuV7g71z587l888/Z+LEifTq1YsjR47g5eVFQkKCuQL522+/5aWXXrIZZ9myZVy6dIlt27bh6enJjz/+yPTp0/Hw8EjzuinXjImJIVu2bOTMmdOsS2tVt4iIPDqVK1dmwYIF5nlwcDBxcXHkyJEjwz47d+7k9ddfB+DAgQPky5eP3bt3c+bMGdq0aWPT3tPTk2+//TbV/xNFRERERET+SQouy2Nt5syZ7N+/n6ZNm3Lr1i3mzp1L165dAZg0aRKrVq1iyJAhuLm5MWLECLNfZvIdAzarexMTEylUqBD+/v4Z9rn3Y8uFChWiV69enDp1ijVr1nDgwAGsVisJCQnExcUB8N133xEZGcns2bP5448/cHV1ZfTo0ezbt49FixbRo0cPKlasiLe3Ny4uLlitVmJjY3FwcMBqtRIfH8/LL7/Mhx9+SIkSJcw5XL9+Hfj/oHhWxMXFmfODu7k+RUTkwahduzaRkZEsWbKErl27MmHCBOrVq4fVaiU8PBw3N7dU/59q1aoVNWvWpH///vj5+TFjxgw6duxI1apVOXv2rE1bPz8/Dh48iI+Pzz95WyIiIiIiIqkouCyPtYSEBN5//33efvttWrVqxWuvvcbq1avJnz8/QUFBbN68GTc3twdyLVdXV3777Te8vb3NVcdbtmyhYMGCPP3002n2adSoEXXr1qVWrVosWrTI3Izp1q1b/Pzzz/Tq1YuTJ09y4MABevToYeZXBvjqq68A6NevH3369CE+Pt4MdterV4+3336bpk2b2lwvIiKCffv20bJlS7MsKSkpzbmllU4jxcSJExk9evT9HomIiPwF9vb2LFy4kPbt2zNo0CDs7OzYsmULAF5eXhw4cIBy5crZ9Clbtiz9+/enUqVKODs788wzz9CrVy+cnZ3T/DRNep+wERERERER+ScpKas81hwcHPjxxx/p06cPt2/fpmrVqvz666+sXr0ab29vvv/+e4KDg1Ot3g0PD2f58uU2+ZX/fBw6dMgmMJuUlETTpk3p0aOHWfb+++/z008/AXdXCCclJREfH2/Wx8bG0q5dOwoVKoTVaiUgIAC4+xHoqKgoc5O/7777jrp165r9bt++zZIlS/Dz8+Ott95i7NixhIWFsXz5cm7fvm22+/7777l27Vqq53LvimtHR0f8/f3x9PQ0j99//z3D5zpkyBAiIiLM48KFCxm2FxGRrGnevDlnzpxh2bJlHDt2zPzkiWEYqQLLKcaPH8+BAwcIDAxkx44duLi4pNkurU+sjBo1KsNUUCIiIiIiIg+DVi7LY+vw4cN8+eWXHDt2jH379uHq6krr1q05ffo0rq6urFmzhtWrV9OrVy8A8uTJwzfffEOxYsW4fv06PXr0YN68eemO/9FHH/HMM8+Y52PGjOHIkSMEBwfj6ekJQHR0NIcPH2bQoEEYhkFycjIlSpRgz549AKxbt46NGzdSpkwZvv76a+rVq0dMTAxnzpzhq6++okWLFrz44ossWLCAdevWmdcaOXIkNWrUIDo6msqVK7NixQrOnDlDz549adiwodlu2rRpeHp6mkHreyUnJ5OQkMCtW7cwDMPMvZyUlHTftCBOTk426T1EROTB8/HxoUmTJlnqU6JECTMQLSIiIiIi8rjTymV5bFksFrZv385zzz1H9erViYyMZPHixdSoUYNy5coxYcIEjh07hqenJ59++il9+/alWLFiAOzevZuyZctmOP7AgQOpXbs2APPnz+ejjz5i69athIeHm0e1atWYM2cOERERREZGEh0dza5du8wxWrduTVRUFDt37qRnz544OjqyatUqWrRoQfny5WnWrBnVqlWjaNGilC9fHoCoqCh++OEHZsyYYY7TtGlTli1bRseOHcmdO7dZPnv2bNatW8emTZtSzf/9999n9uzZxMXFUa1aNXO1cuPGjfnss8/+4lMXERERERERERHJHK1clsdWqVKlzJQUx44do0uXLowaNSpVOx8fH5577jkz/+SpU6fYu3dvlgKsDRo04LvvvuP8+fM0b94cZ2dn7OzsuHbtGsePH2fkyJEkJiYSFxfHjBkzePXVV4G7K5dnzZpFUFAQpUuX5sUXX2TJkiVs27YNgBdeeIFZs2bRunVr81pubm4cOHAAe/v///E7c+YMS5YsYd++fTbzKly4MJ06dWLy5MnUr18fuLti+cKFCyxZsoSff/6ZYcOGYRgGpUuXBuDll1+mW7du+Pn5Ub169Uw/AxERERERERERkaxQcFmeCGnll7xXSu5kwzB45513aNmypbm5XmY89dRT5MyZk2zZstG2bVuzvFatWnTv3p0uXbqYZcnJycTExODi4kKpUqXo168fDRo04Nq1a7z00kuMGTMGLy8vxo8fz7x58wgMDGTYsGFcvnyZiRMn4uPjYwaWExISSExMBGDy5Ml4e3sTGBjIqVOnzFyb48ePJ1u2bOb1161bh7OzM99//z3Hjx9n6dKl7N27F0dHRwDeeust9u7dS8uWLdm/fz958uTJ9HMQERERERERERHJLAWX5YkQGxvLnDlzCAwMTFV38+ZNIiMjAdi4cSO//PILhw4dytL4CxcupF+/fri5ueHg4GCWJyUl8e677zJw4ECzLCYmBl9fX44cOUKxYsXMVBwRERG8//771K1bl+LFi1O3bl0OHDiAt7c3derUoVu3bgwdOpTFixebY8XFxREbG0vhwoXp27cvV65cYdCgQbzwwgvUqFEDgFy5ctnM9ZVXXqFixYrkypULf39/1q1blyqQPnPmTCpVqsSvv/5KmzZtMv8gYm/D7fDMtxcR+a+JjX7UMxAREREREXlsWIz7LQkVeQzExcVhsVjM1bkZuXnzJt7e3lkaPzExEavVam6K93fdvn3bZrVxiri4uAe6kd6xY8coXrx4mnUpq6szIzIyEg8PD2juDw56z0lEJCPOjo6cmL6Egrly37+xiIiIiIjIEyglVhQREYG7u3u67RRcFhHzF8bWg/vJ7pb9UU9HROSxltPNQ4FlERERERH5V8tscFlLFEXEVM6vcIa/MERERERERERERFLYPeoJiIiIiPxXnD59mgMHDpgb0YqIiIiIiDzJFFwWERERSUNQUBCVK1fGy8uLQYMGkZlMYoGBgRQqVIi8efOyevVqszw5OZk2bdpQu3ZtXn75ZUqVKsX169cBiIqKonv37vj4+ODr68vMmTMf2j2JiIiIiIg8SEqLISKmg8FnlHNZRP4T7pc3OS4ujmbNmtGgQQMCAgLo168fS5cupWvXrun2CQoKokOHDsyePZuqVavSsmVLKlSoQNGiRVm+fDlXr17l3LlzWK1W6tevz5w5cxg1ahRvvfUWly5dYteuXYSEhNCqVStcXV15/fXXH8ati4iIiIiIPDDa0E9EzCTtNPcHB73nJCL/fs6OjpyYviTdAPO6devo1q0bFy9exNXVlUOHDtG7d29+/fXXdMd8++23OX78ON9//z0A06dP58aNG4wbN46NGzeSJ08eypUrB8CAAQNISEjgo48+ws3NjZ07d1KxYkUA3nvvPY4fP87XX3/9YG9aRERERP6PvfuOrqL6/j7+Tu5NIQ0SWggEgtJEJICUQJSOEOlNpSiE3qQJKIqA0kVAgoAiClJDUQGVJgIiCNJCJF8g1FCCoSa5QHpynz94mB/XFAKiiH5ea921mJmzz5wzkLjcc+4+IpJL2tBP5CE5cuQIBw8epHPnzgB8+eWXxMXFMWjQoId+r8jISEqUKIGzs/ND7ztXSvhD3vyP5t4iIn+XpJsknTnI1Rvx2SaXw8PDCQgIwMXFBYCKFSty5MiRHLsNDw8nKCjIOK5evTrvv/8+gM35qKgoVq1axcKFC4mPjyc1NZXixYsb100mEyaT6YGnJyIiIiIi8ndRclnkLvPnz2f48OEULVqUM2fOsGnTJry9vRk4cCCNGjWicOHCbNq0iTJlyhgxPj4+3Lp1CwcHhxz7vnXrFn369GHGjBnA7aR1+fLlbdr079+fmjVrMm7cuCz7SE9PZ8KECbz55pv07duXihUr8vzzzxMWFkaPHj2oWbMmc+bMoXLlyg/2AJxdwTXfg8WKiPyLWCwWSpYsaRzb2dlhMpmIjY3F09MzVzEeHh5cvHjRps3o0aOZPHky3bp1o0GDBmRkZODr68vatWvp0aMHt27dYtWqVQwdOvSvmZiIiIiIiMhDpA39RO6SJ08eWrZsaWzi5O7uTqlSpWjUqBE///wzGRkZ/PTTT/Tp08eI8fDwYO3atVy9epWrV68SHR3N5cuXjeOLFy9y9epVunfvjpvb7XrGycnJNG7cmDlz5hj9XL58mX379uW4ItpkMnH58mVGjhyJ2WzG0dGRjz/+GEdHR65cucLBgwcpVarUX/eARET+I8xmM05OTjbnnJ2dSUhIyHVMVu1HjBjBwoULWbFiBd9++y329vZ8/vnnvP322zRr1ozSpUtz/fp149syIiIiIiIi/2RKLovc5Y9fQzaZTGzbto0OHTrg7OzM7NmzcXV1Zf/+/URFRQG3kwm///478+fPB+Drr78mICCAO+XMFyxYYCQJ7vTv5OREaGgow4cPZ+/evUa7W7duUapUKfLly2d8PD09uXDhAgDnz5+nevXqlChRgujoaP73v/+Rnp6OyWTixx9/pHr16ri7uwOQlpZGamrqX/vARET+pby8vLhy5YrNuRs3buDo6JjrmKzau7m50bFjRwYOHMgXX3wBQKNGjTh37hwTJ04EYNiwYTnWNBMREREREfmnUHJZ5B4GDBjA2LFjGT9+PEuXLsXLy4vg4GB++OEHo42rqyvjx4/n119/Zfv27TRr1owaNWoQFRXF9u3bsyxTERgYyIgRI3jzzTdJSEhgxowZ/PLLL8TFxRmfzz77jOLFi1OsWDEAYmJi2Lp1K8uWLWP9+vUcPnwYZ2dnNm/ezPfff8/Ro0fx8/PD09OTAgUKsHjx4r/tOYmI/JtUq1aN3bt3G8dnzpwhOTkZLy+vXMeEhYVRtGhRAN588022bdtmXHN0dLR5oens7Mzx48exs7Nj8ODBD3EmIiIiIiIifx0ll0X+YO3atVSoUIF9+/YBt1cmh4aGsmfPHuPTuHFjmxrLHh4efPzxx7z++uts3rzZqKU5atQotm7dSocOHbK811tvvcXXX3/N6NGjef7556levToTJ040Vq+tW7eO5s2bG+2rVatGt27duH79OvXq1aNs2bJYLBZmzZrFmjVrCA0NJSoqil69ejFq1Ci6deuW5X2Tk5OxWCw2HxER+T+1a9fGYrGwYMECACZOnEjDhg0xmUzExcWRnp6eKaZt27aEhoZy+PBhbt68SUhICI0bNwbA19eX3r17s3//fsLCwvj0009p3769EZuRkcHYsWMZN26csYmgiIiIiIjIP52SyyJ/cHfNZcAob/FHGRkZNsfNmjXDy8vLWGn89ttvs2nTJp555hl8fHyy7MPJyYm8efNSt25dPvzwQwAuXrxIbGwsAC1atLBJEC9cuJC+ffsaCfDKlStTpEgRevfuTUJCAqdOnTL6yO6eAJMmTSJv3rzGx9fXN5dPR0Tkv8FsNjN//nwGDBhAgQIFWLt2LVOmTAHA09OTw4cPZ4rx9/dn0KBBVK1alaJFi2IymejXrx9we8PWVq1a0aRJE5o1a8aQIUN4+eWXjdhFixZhMpno2rXr3zI/ERERERGRh8H8qAcg8k9nb2/Pq6++islkwsHBgdTUVH7//Xfq1KmTqW1iYiJHjx7l+vXr5MuXjyJFimBvn/07nOPHj/PKK6/w66+/GiuhL1y4QKFChQBsVrXdOW7Tpg2//fYb+/btY8aMGZhMJrp3786wYcPYtWsXvXv35vTp05QpUybb+44cOZKhQ4caxxaLRQlmEZE/aNGiBadOneLAgQMEBASQP39+IPuXjgATJkygU6dOREdHU6dOHaPmsp2dHR988AEffPBBlnFdu3ZVYllERERERB47Si6L3CUuLo6vvvqK7du3ExMTA8ChQ4dYsWIFy5YtY8iQIYwfP56zZ89mit2wYQMWi4WGDRsyZswYKlasSJ48eTh06BA//vhjlvcbN24c1atXNxLLaWlp7Ny5Ezc3N2OjvrvNnj2bmTNncv36dTw8PHjyySe5fPkyY8eOpU+fPjz11FPExcURGRmJv79/tvN0cnLCycnpQR+TiMh/hre3N02bNr2vmPLly1O+fPm/aEQiIiIiIiL/HEoui9zlxIkT9OzZk+nTp1O3bl3j/JkzZ3jiiSeyjUtMTGTw4MGEhIRQunRpDhw4QM+ePfnhhx/YunUr48aNo0KFCjYxBw8eZNOmTRw9etQ4t3DhQqpWrUr+/PmZMWMGw4YNs4kZMWIEPXr0oEqVKhw6dIg8efJQqlQpXnnlFTw8PHj++edp27Ytzz33nE1NaBERERERERERkYdNyWWRuxw9epSWLVtmOr9y5UpGjRplcy48PJyKFSsCsH37dmrWrGls3DRv3jz69+9PtWrVeOaZZxg4cCDDhw83YhMTEwkODmb06NHG16wPHDjAO++8w8aNG8mfPz/PPvssXl5emTblO3jwIIUKFaJp06a4u7vj7+9P8eLFAejTpw/16tVjzZo1D+2ZiIiIiIiIiIiIZEUb+on8fxaLhe3bt1OvXj2ioqK4fPkyAJ999hk3b96kWbNm2NnZYbFYsFqtvPLKK3z77bekp6cTFBTEwoULjb4mT57MhAkTAEhNTeXo0aMcOXLEKHMxa9Ys0tLS6NOnD3B7I6dGjRrx8ccfU7lyZYoXL866desYOHAgvXv35vr160bfDRs2ZPfu3dSqVYtLly6RmJhInz59OHfuHMOHD6dOnTq8/fbbRlkPERERERERERGRv4JWLov8fzt37iQwMJAyZcpQo0YNzGYzu3btYuTIkWzevBlHR0fKli3LuXPnMJvNlClThoYNGxIfH59jv2azmTZt2uDj40OLFi0AGDp0KK1bt8ZsNtOiRQsOHDjAN998Y7NJYM2aNdmxYwevvPIK7du3Z8uWLZw/f56lS5eyZMkS6tevz88//4zZbGbixInUqFGDyZMn06VLF/r06UOlSpUIDQ21Ke9xT0m34FbcAzw9EZHHSNLNRz0CERERERGRfwU7a05bnov8x6SkpODo6EhCQgIuLi5cunSJs2fPUr169b/snsePH8fb2xsPD48srycmJhIbG4uPjw8Wi4WQkBBee+01oxSG1Wpl5syZtGnTxjgHt0t5tGjRAmdn53uOwWKxkDdvXmhRFxz0zklE/v2cHR2JnLmA4gULPeqhiIiIiIiI/OPcyRXFx8dnm7MCJZdFhP/7hfHToYO4ubs96uGIiPzlCrjnVWJZREREREQkG7lNLmuJoogYKpV8MsdfGCIiIiIiIiIiIndoQz8RERH5Vzp58iRhYWGkp6c/6qGIiIiIiIj8Kym5LCIiIo9cREQE1apVw9PTk+HDh5Obql2rV6+mRIkS+Pj4sHz5cuN8RkYG7du3p3bt2rRq1YoKFSpw+fLlTPGnT5/GxcXloc5DRERERETkv0RlMUTEcOjMKdVcFpGHKje1jZOTk2nevDmNGzcmNDSUgQMHsnDhQoKDg7ONiYiIoFOnTsyePZsaNWrQpk0bqlSpQtmyZVm0aBExMTGcPXsWk8lEo0aNmDNnDmPHjrXpo0+fPiQmJj6MaYqIiIiIiPwnKbksIoY6o4eCg34tiMjD4+zoSOTMBTkmmDds2EB8fDzTp0/HxcWFiRMn0r9//xyTy/Pnz6devXr06NEDgAEDBrB48WLGjx9P4cKFmTVrFg4ODgD4+/tz7do1m/jFixdz4cKFhzBDERERERGR/y5lkeSxdPLkSfLmzUvBggVzbJecnIy9vb2RYPgrWK1W4uPjyZcv35/u69ChQ1SqVOlP9/PASvhD3vyP7v4i8u+SdJOkMwe5eiM+x+RyeHg4AQEBRomKihUrcuTIkRy7Dg8PJygoyDiuXr0677//PoDN+aioKFatWsXChQuNc9euXWP48OF8/fXXBAYGPsjMREREREREBCWX5RGqVasW/fr1o3Pnztm2ee211wgICKBfv37ExcVhtVqxs7OjX79+VK9enWHDhmG1WsnIyCB//ttJ0YEDB9K4cWOaNm3K+PHj+fLLL7G3/7/y4klJSVy6dIkhQ4Ywffp0m/s9++yzjB49mpYtWxrnvv32WyZMmMCePXsAjI2hTCYTAIsWLeLjjz/m559/xsnJidjYWC5dusS5c+c4ceIER44c4ZdffqFz584MGzbM6OPkyZOULVvWuM/58+epWrUqR44coUyZMlk+j8jISHbt2kW3bt2wt7fn+vXrfPnllzRu3JiLFy/y4Ycfsn79+lz/HWTi7Aqu+R48XkTkAVgsFkqWLGkc29nZYTKZiI2NxdPTM1cxHh4eXLx40abN6NGjmTx5Mt26daNBgwbG+aFDh/Lyyy9Tq1athzwTERERERGR/xZt6Cd/i4yMDJKTk202aHJwcMDJyck4TklJISkpCbidAE5LS8PFxQUXFxfS0tL4/PPPGTx4MIMHD8bHx4cLFy7w2muvMXjwYKZNm2b0U7lyZYKDg4mJiWHcuHGcO3eO+fPn8/LLLxMeHs6TTz7JwIEDMyWWAdzd3W3GdGechw4dws/PDz8/P0qUKMHXX39tXO/cuTN58uThzTff5NKlSzzxxBN07tyZDz74gHfffZeqVasye/ZsOnbsaMRs3LiR5557jnPnzhnnVq9eTevWrbNNLAN4eXkxceJEDh48iNlsJikpiRkzZuDj48OBAwfImzdvbv46RET+Ucxmc6bfvc7OziQkJOQ6Jqv2I0aMYOHChaxYsYJvv/0WgB9//JGff/6ZiRMnPsQZiIiIiIiI/Ddp5bL8Lc6ePUtgYCAODg7Y2dkBEBMTw9GjRxk+fDgAqampNGnShM8//5wPPviAKVOmkJGRwaJFi1ixYgUbNmxg0aJFnD592tiUyc/Pjy+++IL69esb9woODiYiIoK0tDTjXOXKlXnzzTeZN28effr0YdKkSTbjO378OElJSdy6dYuoqCgiIyNtVhUHBASwffv2LOdmMplYsmQJGRkZeHt7ExcXB8CxY8do0qQJ3bp1yxTTtGlT2rVrR7t27di5cycODg589tlnREVFZSqvUbt2bdatW2f02bNnT6KiorC3t+f777+ncePGHDt2jB9//JH27dsbcYmJieTJkyeHvxURkX8GLy8vIiIibM7duHEDR0fHHGOuXLmSY3s3Nzc6duxIZGQkX3zxBY0aNaJPnz58+umnuLq6PtxJiIiIiIiI/AcpuSx/i5IlS2b6unLdunUZMGAA7dq1y9R+9OjRjB49mj59+hAQEEDXrl0B8Pb2ZuDAgQwfPpxbt25x7dq1LL/WfGclc7du3fjhhx/Imzcvt27dIjU1lW+//ZZvv/2W48ePEx0dTcGCBZk2bRq7d+/m9OnTfPDBB/zyyy/ExMRw6NAhowaon58f6enppKamEhMTY3O/4sWLA7Bt2zYcHBwwmUycO3eO5ORk9uzZg9VqJS0tDXd3d6Om8owZM6hcuTLLly/H1dUVk8nEzZs3bUp4NG3alHr16hnH+/fv5/jx40yZMsWm7507d7Jjxw6OHTvGuHHjiI6OJn/+/Jw6dUoJFBH5x6tWrRqfffaZcXzmzBmSk5Px8vLKMWb37t10794dgLCwMIoWLQrAm2++SZMmTYzfn46OjphMJn799VdOnTpl8yIOIF++fHz33Xc899xzD3tqIiIiIiIi/2pKLstfLiMjg7S0tBxXoN2RkpJCenp6litu4+LiqFu3LoMGDcLe3p5t27ZRr149nJycuHbtGvnz5+fbb7/lu+++w9fXl1GjRmE2m5k6dSqvvPIK27dvZ/z48WzZsgW4nSy+M6ZPP/0UuJ3wfuutt2jSpAktWrRgzpw5NsnvmJgYatSoYRyXKlWK06dP4+7uTnx8PHPmzAHA3t6eGzduYLFYmDFjhvEcnnnmGSO57OzszLZt23BxcaFSpUrMmjULe3t76taty4cffshTTz3F1q1bmTlzpnG/gQMH8s4771C9enV27tyJk5MTdevWJSkpCS8vL6KiogAoXLgwERER2SaWk5OTSU5ONo4tFss9/25ERP4qtWvXxmKxsGDBAoKDg5k4cSINGzbEZDIRFxeHu7u7Uef+jrZt2xIYGMigQYMoWbIkISEhRg1/X19fevfuzbJlyzCZTHz66adMnTqVGjVqcPr0aZt+SpYsyaFDh/D29v7b5isiIiIiIvJvoeSy/OWOHz9OgwYNcHBwMM5duXKFhIQEfvrpJ4oXL26UykhNTaV69ep88803Nn1ER0fTvXt3jh07BsCXX35pXCtZsiTly5dn/fr1+Pr6UrZsWZYsWWIkl19//XXeeustkpKSiI+Px8/PD4ALFy5kSlbA7dXB0dHRxsaBdzbhg9sb8d0dc+zYMS5cuEC1atUAWLVqlc21Jk2asGLFimyfTaFChUhISGDMmDE0bdrUuH+ePHlITk4mJCSEUqVKGc+mefPm+Pr6snbtWnx8fBg0aBAjRowgKiqKy5cvk5CQgIODAzdu3Mhxxd+kSZN47733sr0uIvJ3MpvNzJ8/nw4dOjB8+HDs7e2NUkSenp6EhYUZL+bu8Pf3Z9CgQVStWhVnZ2dKly5Nv379AOjfvz/nzp2jSZMmODk5MWzYMF5++WUA478Bd8vqnIiIiIiIiNybksvylytXrhzR0dHG8YkTJ3j++ecpUKAAiYmJ9OnTh5EjR9rEpKamEhYWxpEjR1i3bh1Xrlzh66+/xsXFhXnz5rF582ZWr15ttE9OTiY9PZ1KlSrh5ubGypUrgdub8c2aNSvblct3/PTTT3zzzTeEh4eTmJjIO++8Q3JycpYrl6tXr24cm823f4SySlLnxtixY3F1deXNN98Ebq/OvnXrFvHx8Tz99NP07NnTaOvg4MCiRYvw8vKif//+jBkzhtKlSzNr1iyCg4N58cUX2bNnD76+vjzxxBM25TX+aOTIkQwdOtQ4tlgs+Pr6PtAcREQehhYtWnDq1CkOHDhAQEAA+fPnB7DZCPaPJkyYQKdOnYiOjqZOnTrGt1Hs7Oz44IMP+OCDD+5535z6FxERERERkZwpuSx/q2vXrtGmTRveffddVq1axcsvv8z7779PqVKlbGpghoSEMHfuXNzd3Zk4cSINGjSgbNmy2Nvbc+7cOXx9ffHz8+PixYsUKFAAs9nMN998w7PPPmtzv/T09BxXLt/x3XffcevWLXx9fXnvvfeMjQV79OhB9+7dsVgs5M2bF7i92jgnzz77LNevX8fV1RU3NzcqVKjA5cuX6dy5M9OnTzfaxcbGEhISwvr1641z27Ztw97enu+++y7LWtJNmjQhJiaGS5cu4evry4cffkh0dDTR0dGsWbOGtWvXUqlSpSxj7+bk5ISTk1OObURE/m7e3t7Gtzhyq3z58pQvX/4vGpGIiIiIiIjkJPuljSIP2YULF6hTpw4BAQH0798fgIIFC7Js2TK6d+/OjBkzyMjIAKBPnz4cPXrUqG/s6+vL+fPnmTRpEk2aNOHcuXPs2rULb29vzpw5w7lz5zIllgHS0tKYNWsWUVFRhIaGEhgYSFRUFGfOnMHLy8soxzF16lQ+++wzo5RESkoKa9asIS4ujrNnz+Lk5ERcXBxxcXFERkaSmpqa6V5nzpxh0KBBmM1mFixYQEREhPHp169fpprT77//Pq1atTISwVarlRkzZjBr1iwWLlzImTNnMt3j4MGDjBs3jtdee42oqChmzpxJo0aN8Pb25qWXXmLlypXMmTOHF1988UH/mkRERERERERERHJFyWX5y1mtVpYvX46/vz/PP/+8sXneHfXq1eObb75h8uTJVKlShdmzZ5OWlmZTo/mOs2fPEh4eTq9evejfvz9vvfVWlitwr127xs2bN7NMAqekpFCmTBnS0tKy3DgQoFatWhQvXhw/Pz8qVqxIcnIyfn5++Pn5Ubx4cRo3bmy0TU9PJyEhgRdeeIGAgAAjYZ2Tn3/+mQULFjBp0iTj3LvvvktaWppRJqRx48acPHkyU+zx48fZt28frVu35o033qB79+4AeHl50bhxY6KiomjevPk9xyAiIiIiIiIiIvJnqCyG/OVOnDjBmDFjmDp1Kt26dTPOp6amGiuVGzRoQEREBOPGjWPz5s306NEDuJ0IvjtZO3LkSIKCgmjUqBFJSUncunULf39/AgMDgdu1g0eMGIGdnR0VK1akdOnSWCwWIiMjyZs3L927d+fy5cuMGDGCIkWKsHnzZho3bszZs2c5dOgQp0+fxs3Njf379xv3jIuLw9vbm6ioqCznd+jQIW7cuMGkSZPo0KEDM2bMoH379jZJb4vFYmw0ZbVa6du3L2+++SZFihQhPj6e119/nT179rBz507s7e15/fXXiYqKolq1asyePZsOHToYz2HKlCkMGjSIF154gWeffZY333wTHx8ffv/9d7Zv306hQoUYMWIE06ZNewh/eyIiIiIiIiIiIllTcln+cmXKlOHo0aOZNr2Lj48nMTHROC5YsCAhISEAJCUl0axZM7Zv386rr77KlStXmDBhAnv37uXMmTOMGjWK3r178/HHHxMUFESbNm1YuHAhU6dOxdHRkePHj3P16lVCQ0PZvHkzs2bN4tq1ayQmJpKWlobVasXOzo6qVavSpEkTkpKSWLZsGX379iUgIMBmnKmpqSQnJ5OUlISzs3Om+bVs2ZLQ0FBefvllo/2qVauoW7eu0Wbs2LFYLBbg9kZT3377LUWKFOHEiRPUrFmTmjVr8uuvv+Lp6WnETJs2DR8fH4KDg0lNTaVLly5s3bqV5cuX8/PPP/Pee+/x8ssv89tvvzFmzBhOnz7N1q1bcXJyonbt2oSHh7NmzRrc3Nxy/5eVdAtuxeW+vYhITpJuPuoRiIiIiIiIyF/Izqpt0uUfauHChRQrVoyGDRsCMH36dCpWrEjdunUxm//vvcj58+e5fPkyzz77LFarlZs3b+Lu7v6ohn3f9u/fT9WqVbO9fvr0aZ544gkAtmzZwu+//85LL71krIw+e/Ys3377Lb179zZKicTHx7N9+3ZatmyZqzEYGxa2qAsOeuckIg+Ps6MjkTMXULxgzpuhioiIiIiIyD/HnVxRfHw8Hh4e2bZTcllEjF8YPx06iJv7fax0FhG5hwLueZVYFhEREREReczkNrmsJYoiYqhU8skcf2GIiIiIiIiIiIjcYf+oByAiIiIiIiIiIiIijx8ll0VERERERERERETkvqkshogYDp05pZrLIn9SbmoMR0REEBwczMmTJ+nRowcffPABdnZ2OcasXr2aN954g9TUVKZNm0aHDh0ASE9PZ8CAASxdupS0tDQ6derE3LlzbTY+TUhIoEKFCkydOpW2bdv++UmKiIiIiIiIoOSyiNylzuih4KBfCyJ/hrOjI5EzF2SbYE5OTqZ58+Y0btyY0NBQBg4cyMKFCwkODs62z4iICDp16sTs2bOpUaMGbdq0oUqVKpQtW5bJkycTFhbGnj17SElJ4YUXXqB69er07NnTiB87diylSpVSYllEREREREQeKmWRROT/lPCHvPkf9ShEHl9JN0k6c5CrN+KzTS5v2LCB+Ph4pk+fjouLCxMnTqR///45Jpfnz59PvXr16NGjBwADBgxg8eLFjB8/nqtXr7Js2TKeeOIJAIKCgggLCzNiw8PDmT17NgcPHnyIExURERERERFRclnksbdkyRLKly9PlSpV/nxnzq7gmu/P9yMi2QoPDycgIAAXFxcAKlasyJEjR+4ZExQUZBxXr16d999/H4AZM2bYtI2MjOTll18GwGq10qtXL2rVqsXu3btJSkrC39//YU5HRERERERE/sO0oZ/II1KqVCl8fHzw8/PDz88PFxcXChQoYBwXKlSIatWq3bOfw4cPG0kmEfnns1gslCxZ0ji2s7PDZDIRGxub6xgPDw8uXryYqd22bduIiIigc+fOAKxYsYK9e/dSqFAhIiMjCQoKYurUqQ9xNiIiIiIiIvJfpuSySBaaNGnCwoUL2bVrl5GkyUqLFi2ws7MzPg0bNjSuHT58mGeffRZ3d3fatGlDfHy8TayTkxPr1q0jKiqKqKgo6tevz+TJk43jOXPm4OTkdM+x9u7dG19fX6xW64NPWET+NmazOdPPtrOzMwkJCbmOyar9rVu36NmzJ2PGjKFgwYIAzJs3j/bt27N06VImTZrEqlWrGDVqFDdu3HiIMxIREREREZH/KiWXRf5g6dKlbNq0CYDAwEAiIiKwWCxZtt2/fz+HDx8mNjaW2NhY1q5dC0BqaiotW7YkKCiI3377jaSkJEaMGGETa29/7x8/szlz5ZohQ4ZgNpuNT5kyZZg7dy4ODg425+/MQUT+Wby8vLhy5YrNuRs3buDo6JjrmKzaDxgwgOLFi/PGG28Y5y5cuECzZs2M4ypVqpCSksL58+f/7DRERERERERElFwWudv169d54403KFu2rHHu5ZdfJjQ0NFPb6OhorFYrFSpUIF++fOTLlw9XV1cAfvjhB5KSkhg3bhwlS5bkzTffZNWqVTbxJpOJV155hQoVKlChQgV27NjBmDFjjOOhQ4dmOUZ7e3tGjRpFWlpath83NzccHByynWdycjIWi8XmIyJ/j2rVqrF7927j+MyZMyQnJ+Pl5ZXrmLCwMIoWLWocz5kzh82bN7N8+XKbF1fFihUjMTHROD579ix2dnYUKVLkYU1HRERERERE/sOUXBa5yxtvvEHr1q0JCAgwznXp0oVFixZlart3717S09MpVqwYrq6uvPLKK0bN1L179+Lv74+dnR0ATz/9NL179yYtLc2It1qthIaGEhERQUREBLVr1+a9994zjqdPn57lGE0mU67mktPK6EmTJpE3b17j4+vrm6s+ReTPq127NhaLhQULFgAwceJEGjZsiMlkIi4ujvT09Ewxbdu2JTQ0lMOHD3Pz5k1CQkJo3LgxcLvO8tChQ/nyyy9xdXXl5s2bRkK5Q4cOTJ06lb1793LixAkGDhxIUFAQnp6ef9+ERURERERE5F9LyWWR/2/btm38+OOPfPDBBzbnfXx88PDw4NixYzbnjx07hr+/P99//z179uzhzJkzjBw5EoBLly6RP39+o22BAgWYNGmSTZmLrBJIf5eRI0cSHx9vfPQVeZG/j9lsZv78+QwYMIACBQqwdu1apkyZAoCnpyeHDx/OFOPv78+gQYOoWrUqRYsWxWQy0a9fPwBCQkJITk6mUaNGuLu74+7uTlBQEAA9evSge/futG/f3njh9fnnn/99kxUREREREZF/NTurdgETISkpiYoVKzJjxgyaNm1K165dqVu3Ll27dgVg1apV7N+/30gAZWXHjh20adOGq1ev0qNHD1JSUli0aBHt2rVjy5YtwO2vpOfNmxeAUqVKkZCQYNRNvXz5Mi4uLri5uQGQkJBA+fLl2b59u819evXqxfz583NcmZyens6WLVto0KBBruZvsVhuj2v42+DlnasYEcnCrTg4uoMDH8yhyhOlc2waExPDgQMHCAgIsHkZlZMjR44QHR1NnTp1cqzRLCIiIiIiIvJn3MkVxcfH4+HhkW07rVwWAcaNG0e1atVo2rRpltdbtmzJ+vXrc1xtXKhQIa5du0ZycjL58uUjLi4OgNmzZ7Njxw7i4+O5+13O1atX2bVrF1FRUURFRVG/fn0mT55sHM+ZMyfL+1y+fJkJEybkWHP5rbfewttbSWKRfzJvb2+aNm2a68QyQPny5WnUqJESyyIiIiIiIvKPoOSyCLBs2TLWrl1rbMy3bNky+vXrZ3zt3NHRkXr16rFx40Yj5uWXX2bnzp3G8e7duylcuDBOTk74+/tz8OBBMjIyjHN3O3/+PFarlRIlStzXOK1WK/v27cPf3z/HdpMmTeLpp5++r75FRERERERERETuh5LLIsDPP/9MREQEhw4d4tChQ7Ro0YL333+f999/32gTHBxsbMAF8MwzzzBkyBB27tzJmjVrGDlyJH379gWgVatWpKWlMWLECM6ePcvEiRNt7rdmzRoaNGhgU9rCarXarGxOT083NgS848cff8RisVCnTp2HOn8REREREREREZH7Zb53E5F/v2LFitkcu7m5UaBAAQoUKGCcq1y5MufPn+fatWvkz5+fN998kzNnztCkSRPc3d3p168fb7/9NgDu7u58//33BAcHM3/+fF566SXja+wpKSmEhIRk2jgwLS2NlJQUAGbNmsWcOXNsksjJycmMGDGCvn374urq+pc8B5Ju3a4ZKyIPJunmox6BiIiIiIiIyN9GG/qJ3IeQkBAABg4c+MB9XLp0iQ8//JDJkydjMpmM8zt27MDHx4dSpUqxbds2zp8/T9u2bY1E8ieffMKYMWM4evQoXl5ef24if2Bs6NeiLjjonZPIn+Hs6EjkzAUUL1joUQ9FRERERERE5IHkdkM/JZdF7sO1a9do2rQpe/bseWT3v5/Nv3Lrzi+Mnw4dxM3d7aH3L/JfUsA9rxLLIiIiIiIi8lhTcllEci23vzBEREREREREROTfL7e5Im3oJyIiIiIiIiIiIiL3TcllEREREREREREREblv2rlLRAyHzpxSzWV5bOW21nFERATBwcGcPHmSHj168MEHH2BnZ5djzOrVq3njjTdITU1l2rRpdOjQAYD09HQGDBjA0qVLSUtLo1OnTsydOxez2ZzjNREREREREZF/A/0frogY6oweCg76tSCPJ2dHRyJnLsgxwZycnEzz5s1p3LgxoaGhDBw4kIULFxIcHJxtTEREBJ06dWL27NnUqFGDNm3aUKVKFcqWLcvkyZMJCwtjz549pKSk8MILL1C9enV69uyZ4zURERERERGRfwNlkUTk/5Twh7z5H/UoRO5f0k2Szhzk6o34HJPLGzZsID4+nunTp+Pi4sLEiRPp379/jsnl+fPnU69ePXr06AHAgAEDWLx4MePHj+fq1assW7aMJ554AoCgoCDCwsIAcrwmIiIiIiIi8m/w2CaX09LSSEtLw9nZ+Z5tY2Nj8fT0/BtGldmXX37Jnj17mDt3bq5jMjIyALC3v/+S2D/++CN2dnbUr1//vmMfVEpKCrGxsVy6dImzZ88SFhaGv78/LVu2BG6vFDSbzZhMphz7sVqtpKSk4OTk9HcMW7Li7Aqu+R71KET+MuHh4QQEBODi4gJAxYoVOXLkyD1jgoKCjOPq1avz/vvvAzBjxgybtpGRkbz88sv3vCYiIiIiIiLyb/BYbei3bNkyRo0aBcAPP/xAqVKl8PPzs/nY2dlRu3Ztbt26BYDFYqFcuXL88ssvACQkJHD27Fl27drF4sWLeeedd2jcuDE1a9Y0krrZyZ8/Pxs2bMixTXJyss3xunXrskyWZmRkkJKSYhxbrVbjzzt27OCpp57K8T7Z+eWXX3jvvfceKPZBbN68GScnJ7y9vfH396dFixaMGTOGhQsXGm3Kli2L2WzO9LGzs8t0rnDhwkbcb7/9xuHDh4HbCezU1FQAjh8/joODg9EuJSWFtLS0PzWPS5cusXr1ajZu3Mjp06epV68eP/zwA5s2beL06dOsX7+eVatW8dlnnzFs2DDCw8MBOHXqFBs3bmTlypVcuXKFkiVLcuLECdasWcOZM2f4/vvvWbFiBXPnzmXQoEFcvHjRuOeJEyd4/vnnbc7dUbBgQY4fP57lWLdt20bTpk2Nf+N33Lp1Czs7O5t/VyJiy2KxULJkSePYzs4Ok8lEbGxsrmM8PDyy/Lndtm0bERERdO7c+b6uiYiIiIiIiDyuHquVy/7+/vTs2ZO6desSFBTEhQsXiI6OZuTIkcyYMYP33nuPgwcPsn79elxdXYHbSYBx48bRrl07Tpw4QceOHTly5AhPPPEEBw4coFOnTgwZMoTixYvbJHiz4uDggKOjY45t3N3dcXFxwWw2k5GRYayaXrJkiU27xMREGjZsyNq1awF4/fXXmTt3LnZ2dlitVjIyMmw2fXrppZdYtmyZTR+///47VatWxd3d3WiblJTEjRs3qFChgtEuOTmZN954gz59+tzjCeesQYMG7Nu3D0dHRywWC9OnT+epp57Cx8eHdu3a4ebmhqenJ4UKFcLX19eIi4yMxMHBwWYl9scff8zSpUvZvXu3zT3uJJDh9lfKX3nlFYYPH06ePHmYM2cODg4OpKamkpGRQaVKlYz5zZ49+0+t1j5z5gwjR47khRdeoFSpUsYLgT59+rB+/XpatWrF5MmTKViwIA0bNjT+fe3bt4/PP/8cR0dHHBwccHJywmKx0L9/f9auXUvXrl0ZNWoUBQsWpFmzZjYvMObMmcOTTz6Jj48PAM2bN+fkyZNGH61atcLBwYH4+HimTJlirHgMCQmhWrVqxhgqV65MSkqKkXCvXr06GRkZxMXFERoaSq1atR74uYj825jN5kwv/JydnUlISMj2Gy5/jLnT/m63bt2iZ8+ejBkzhoIFC+b6moiIiIiIiMjj7LFKLj/99NNMmTLFJsHr7e2Ng4MDpUqVomrVqmzatMlIut3Rq1cvypUrh6urq5HMBQgICKB169bUrVs3073eeustQkNDbc5dvXqVTp062ZTi8PLy4uDBg8bx3atGx48fz4IFCzh58iR2dnY5zm3atGl89NFHmM1mWrVqRa1atRgxYgQAn3zySaYkLECRIkWIjo4GoF27drz55ptUq1bNuN65c2e6dOlCo0aNcrx3bjk5OfHFF1/Qrl07mjVrhpOTE/b29pQuXZqZM2fmGHe3mJgYxowZw4oVKzK1vXtFcv369fnmm2+YNWsWy5cvp0ePHjg5OXH27FkqVKjAoUOHjFIa90r634uzszNOTk4EBgZy+vRpAHbt2kWjRo146qmncHNzY+jQodnG1alTh7i4OOB2TdfevXtTvHhx8ufPz6BBgzLFWSwWli5dyr59+3jvvfeoWbMmK1aswNHREbPZTKlSpVi/fj1+fn42cWfOnOGXX35h0aJFDBw4kC5durBz506cnZ0xmUyYzWYOHTr0p56FyL+Zl5cXERERNudu3LiR4+8QLy8vrly5kmP7AQMGULx4cd54441M8TldExEREREREXmcPVZlMeD2/6TXrl2bRYsW4eXlhb+/P7/++itxcXH8/vvv1KhRA09PT1atWmUTV7t2bY4dO8aOHTv45Zdf2LNnDzdv3uTIkSPs2bOHXbt2sW3bNiM5HB8fT6tWrYiKijI+3t7ehIaGGscLFy4kJiYmy3GeO3eOyZMn071793smluF2AtZsNhMZGcnGjRtp166dzfU7fZw5c4akpKRM8Q0bNqRfv37G8f79+9m6dSvVq1e/571z64/JFAcHB9LT0++rD6vVSo8ePbh+/Tp+fn789ttvWCyWLNumpqYSGBhIaGgoly5d4umnn+bpp5+mcePGJCYmUqFCBSpUqMDTTz9tJNn/rCeeeILq1atz7do13NzcaNmyJUlJSTZJ76xUrVqVokWLkpCQQIkSJXj22WdzjBkxYgStWrWiQIECzJ07l6eeeopWrVrh7+9PpUqVcHNzM47t7e25cOECGRkZDBgwgEGDBnH9+nW+/vprypYtS/Xq1alUqRKVKlWiQoUKVKpUiaeeegp3d/cs/62I/JdVq1bN5mXdmTNnSE5OxsvLK9cxYWFhFC1a1DieM2cOmzdvZvny5Zlq5ed0TURERERERORx99isXD5+/DhTp07F0dGRKVOmYDabeemll/jkk0+A219bvrMarWvXrjg6OjJ+/HjeffddAL7++mtiYmLYsmULJpMJOzs7YmJiWL16NT/99BNWq5XU1FQqV66Mo6NjrpMAWbVLSUnhpZdeIj09nXnz5jFv3jyb61evXmXYsGGMHTvW5vzJkydp0aIF/fv354knnrC5dqecwqeffkp0dDSLFy/mtddeY+fOnbi4uJCenk5SUpJRDiM+Ph6r1UpgYCAZGRncunWLDz744KFvJpWWlsavv/5qrLC9ceMGTk5OJCYmEhISwquvvmrTftSoUVy/fh03NzcAZs2aRVhYGJs2bSJ//vxGuxMnTvDCCy/wxhtv0LNnT7777jveeecd7O3tuXr1KqNGjWLYsGHGGHbt2vVQ5rZv3z62bdvG/v378fX15ciRI9SsWZOkpCSbVcQFChRg//79xvFPP/3Ezp07OX/+PFu2bMFsNlOzZk1OnTplE1e5cmWWLVvGsmXLyJcvH+vXr6d79+74+vryzTffMHz4cEaPHs2OHTtIT0/Hx8eH4cOHU6xYMc6fP8/GjRuJjIzko48+YsKECbi5ubFlyxYmTpzIhAkTWLJkCaVKleL333/n+++/z3bDy+TkZJv64Nkl+EX+bWrXro3FYmHBggUEBwczceJEGjZsiMlkIi4uDnd390ybj7Zt25bAwEAGDRpEyZIlCQkJMWonb9u2jaFDh/Ldd9/h6urKzZs3MZlM5MmTJ8drIiIiIiIiIv8Gj01y2cPDg9q1azN48GAmTZqE2Wxm6dKlbNy4EYD09HQjiXf16lXatWvHyJEjeeedd6hXrx6Ojo707duXvn37Gn0GBAQwevToLMti5Ga1cVbS0tLo3Lkzv/76Kw0aNGDLli2Z2nTt2tWmVMSRI0eYPXs2CxcupG/fvkyZMgWLxUKZMmWIiooib968bNiwgX79+vHVV1/x8ccfA7Bo0aIHGuPDdPPmTWrXrs2mTZsAqFSpEvPnz6dq1aqZ2o4ZM4bly5eza9cuY8PCOXPmGKVJfvzxRwoVKgRA6dKl2bp1K2+88Qb169c3SnCYTCaKFStms2Fgamrqny6Lccfrr7/O2bNnjTG8+OKLeHl54eTkRFRUFN999x2rV69m7ty5NnFjx441Vpv7+fnRsWNH0tPTKVOmDP/73//4+OOPuXLlCiNHjsTZ2ZnTp0+TkpJCnTp1ePPNN4HbdVmLFClCkyZNaNiwIS4uLtSvX994geLr68ulS5eIjo6mS5cudOvWDbj94iEtLY0OHTrg7u6Os7Mz9erVy3HV+qRJk/7WjR9F/inMZjPz58+nQ4cODB8+HHt7e7Zv3w6Ap6cnYWFhRj33O/z9/Rk0aBBVq1bF2dmZ0qVLG98UCQkJITk52ab8UJ06ddi+fXuO10RERERERET+DR6b5LK3tzevvvoqI0eONDZP69Spk83K5aioKOB28hawWX32x5Vo93L3xmu5bRcXF0fnzp2JiIhgxIgRhISEZKqZCxgrb+9wc3MjOTmZrVu3UqNGDWM+ly5dwsHBgXbt2pGens7Nmzdp0qQJL774ok1/NWrU4Pz587i4uGS6V0xMDNOnT6dXr165ms/9io2NNVYhZychIYHevXuzZ88etm7dSpEiRYxrDg4OrFq1isaNG9OoUSO2bt1qrGAuWbIkX3/9NQDly5enbNmypKen26zGtVgsFC5cmH379j2U+Vy/fp0VK1ZQqVIl3N3d6du3b5Y1jP+48vDkyZPs37+fEiVK4ODgQP/+/VmwYIHNWO3s7IxjT09PWrZsyfDhw/Hw8ACgTZs2PP/88/z888+8//77eHp6UrhwYQoXLmz04eLiQvfu3ZkyZQomk4nk5GTq1avH66+/zocffkjXrl3x9PSkZMmSOc5z5MiRNjWkLRaLzSaMIv9mLVq04NSpUxw4cICAgADjd05Om7pOmDCBTp06ER0dTZ06dYwXWt988022MTldExEREREREfk3eGwLQKanp7N06VL8/Pzw8/MzVi77+fmxevXqbONmzZqFp6cnFSpU4ObNmwwYMICyZctmqrfp5OTEypUrjT79/PyIiYnhlVdeMY5fffVV3N3djZjNmzeTkpLCnj17KF26NIGBgTY1m+98/lhPeceOHWzYsIGXX37Z6PvOyt4nn3yS0qVLM2rUKCZPnkyvXr1Yvny5TbzZbCYkJISTJ09m+lSqVCnL2r8//vgjYWFh9/3c+/Xrh5+fH1u3bgVulyt58skns21//fp1KlWqxIULF9i9e3eWyfY8efKwbt06UlNTM20MGBMTQ58+fYDbm+f16tWLsWPHGp+XXnopU6L3xo0bfPrpp/c9N4ChQ4fSunVrChQowHPPPUfRokWNEhbZsVqt9OzZk4EDB+Lg4EDHjh2Jjo7mhx9+sCn1cbd33nmH77//nk8++cT4t/Xtt99y+fJlMjIyjK/n/1G3bt347bffeOuttyhTpgwODg5s2bKFw4cP4+jomG3cHzk5OeHh4WHzEfkv8fb2pmnTptn+jGalfPnyNGrU6KF9U0JERERERETkcffYrFz+o7S0tGxXLrdr1y5TWQur1UqfPn0oVKgQLVu2tCmrEBUVRUBAgE37GTNmMGPGDJtzxYoVY8mSJVmW0QB46aWXeOmll4zjXbt25WrlcufOnencuTPp6ens2LGDevXqkZSURJ48eYiKiiItLY3Y2FgKFiyY5X3t7OwYOnRophrOcHuzqqxKfBw7doxPPvmEgwcP3nOzurvNmTOHdu3a0axZMzIyMtiwYQPjx4/Ptr2Xlxfz5s2jdu3aOdaxzpcvH9u2bcs0x4kTJ+Lj4wPcnufVq1dtVmjHxcVl6tfR0ZFx48bh4eFBhw4dcj03uL2h38CBA2nZsiUZGRmsXLmS48ePU7Zs2Wxj0tLSCAwM5PXXXzeS47/88gubN2/ONq5r1648//zzPPvss3h7ewPg4+ODq6srgYGBnDt3js2bNzNjxgySkpJ4/fXXGTx4MG+88QY9evSgcuXK5M+fn/Pnz1OzZk3c3NyoXLkyJ0+e5MyZMzg6OpKUlMTUqVNp27btfT0DERERERERERGR3Hgsk8tRUVGkpqZmee21117j66+/5p133jHOpaen8/bbb1OsWDEqVKjAuXPn/pZxBgYGZltz+Y+sViv9+/dn1apVRERE4OnpaVxbtWoVr7/+Op988kmmVc93TJ8+Pctrzz33XJbte/TowYQJE5g+fbpR8/deEhISjD83a9aM48ePExsbm6lMxx9ll4z/o7vLPwBERkaybt06/ve//xnnvv7660xlMf64+aGTkxMjRoxg8ODBNG3aNFercu+UNxk9ejQA7du3x9vbG2dnZzZs2IC/v3+2cQ4ODkaCvXv37jg7O5MnTx42bNiQ7fP38fHBzs6OQ4cOcezYMYKCgrh48SIAGzZsoG/fvqxfvx5vb2+bVfWlSpXi4sWL/PLLLxw7dowuXboQHR0N3N7s8fPPP2fhwoX4+fllWSZFRERERERERETkYXlsymJYrVbGjRuHvb09DRo0YMmSJXh6ehIREcG5c+eYNm0a0dHRtG3blsWLFxMbG8uVK1dITU3lyJEjeHh4sHLlSuzt7Vm1ahXFihUzPjVr1szVGNLT03Ndizk9PT3TucTERH7++WciIyNtVgtfvXqVNm3asGXLFnbv3m1TkxigQ4cOzJ07lx49ejBgwIBMfWeXaM9pLE5OTvTp04cJEyZw6dKlXM1p1apVtGjRAridfA0NDWX06NE2XxHPyMjI1TNKTk7Oclx3pKSk0LFjR4YPH46rq6sxj9DQUCIiIozPhAkTslyZ3a1bN5KSkpgwYUKu5ma1Wrl586ZRluTDDz80NtabP38+r732GnD7Wd89bpPJREREhBH3xRdfEBAQQKtWrVi/fr2R8P9jXPPmzQkICGDu3LnExsaSJ08ejhw5wnvvvcerr77KokWL2LBhA6VLl2by5MkkJSVhtVqpUqUKDRo0YPHixSQnJ2M2mwkLC2PIkCGMHTuWhQsX8umnn1KqVCnmzZuX4zMWERERERERERH5Mx6blctbtmxh8eLFHDlyBLPZzLfffsv3339PcHAwMTExJCQk8O677xqJTQcHB86fP4+DgwOLFy+mVq1a5MmTh9TUVNq3b5+pLEaVKlXuOYYbN26QkpKSq/EmJSVlOufk5ET79u3x8fGhefPmxvmpU6eSkZHB3r178fLy4vLlyyxevBgnJyejTfv27alQoQIdO3YkMjKS8uXLG9fS0tJyLIvRqVOnLMfYp08fypQpQ6FChXI1p7x58xp/XrJkCYGBgfTu3dumTWJiIomJiffsKyUlJctndEdSUhLPP/+8zUaEf+w3JiaGESNG2GxMd4ebmxtffPEF1atXv+dYAJ599lmjrMrdJk+ezOXLlylTpgwA8fHxxMXFGddbtmxJy5YtM8X16dOHF1980ajV/Me4r7/+Gk9PT6Okx5gxY5g6dSqvvvoqBw4coESJEtSuXZv69evTq1cv3NzcGDBgAHv37rUpHdKlSxfWrl1Lr169+O233yhYsCAzZ86kZcuW9OnTBx8fH5o1a5arZwBA0i24FXfPZiL/OEk3H/UIRERERERERP5z7KxWq/VRDyK34uPjbRKcj6OMjIxMNYL/eO7WrVs0adKEfv365apm8I0bN3B2dr6v2skPg9VqzXLV8L9tDOnp6ZhMpvuKsVqtWK3WHOtM3y0tLY0bN27YlEO5+/729vZZzvPWrVvY2dllWQIjLS0Nszl3748sFsvtn60WdcHhsXnnJGLD2dGRyJkLKF4wdy/MRERERERERCRrd3JF8fHxOZacfaySyyLy17jzC+OnQwdxc3d71MMReSAF3PMqsSwiIiIiIiLyEOQ2uawliiJiqFTyyVxtgCgiIiIiIiIiIvLYbOgnIiIiIiIiIiIiIv8cSi6LiMhjKSIigmrVquHp6cnw4cPJTZWn1atXU6JECXx8fFi+fLlxPj09nb59++Lh4YGLiws9e/YkLS3NuD579mwKFy7ME088wdatW/+S+YiIiIiIiIg8blQWQ0QMh86cUs1l+Ue4V/3k5ORkmjdvTuPGjQkNDWXgwIEsXLiQ4ODgbGMiIiLo1KkTs2fPpkaNGrRp04YqVapQtmxZJk+eTFhYGHv27CElJYUXXniB6tWr07NnTzZt2sSwYcMIDQ2lYMGCdO7cmX379pE/f/6/YuoiIiIiIiIijw1t6CciRpF2WtQFB71zkkfP2dGRyJkLsk0wr1mzhm7dunHhwgVcXFwIDw+nf//+7Ny5M9s+Bw8ezLFjx9i4cSMAM2fO5MqVK4wfP54hQ4bw+uuv88QTTwDQpUsXXF1dmTNnDq1atcLb25tPPvkEgCFDhvD000/To0ePhzxrERERERERkX8Gbej3H5SWlkZaWhrOzs73bBsbG4unp+ffMKrbkpOT2blzJ4cPH2bw4MF/230fVEJCAt26dWPWrFkULFjwvuNTUlKIjY3l0qVLnD17lrCwMPz9/WnZsiVw+3mYzWZMJlOO/VitVlJSUnBycnqgedy3Ev6QV6sx5RFLuknSmYNcvRGfbXI5PDycgIAAXFxcAKhYsSJHjhzJsdvw8HCCgoKM4+rVq/P+++8DMGPGDJu2kZGRvPzyy0Zcx44dbeJ27Nih5LKIiIiIiIj85ym5/JhbtmwZR44cYfz48fzwww/07NkTs9n2r/Xs2bM8//zzbNiwAVdXVywWC+XKleObb76hVq1aJCQkcOXKFS5cuMDp06c5duwY+/fvx2KxsGvXLuztb5fm3rlzJ6dPn+a1117LciyDBg3i1q1bzJ8/3zj3448/8vrrr3P69GkKFixI06ZNuXr1Kq1ateLQoUM2Y7VYLKxbt45mzZpl2f/hw4epWLEiCQkJ5MmT588+uhy5uLgQHR3N22+/zWeffXZfsZs3b6Zx48aZzrdq1cpILpctW5azZ89mSi6np6fbnLNarbi7uxMXF3f/k3gQzq7gmu/vuZfIn2CxWChZsqRxbGdnh8lkyvHF2R9jPDw8uHjxYqZ227ZtIyIigm+//fa+4kRERERERET+a5Rcfsz5+/vTs2dP6tatS1BQEBcuXCA6OpqRI0cyY8YM3nvvPQ4ePMj69etxdXUFbidGxo0bR7t27Thx4gQdO3bkyJEjPPHEExw4cIBOnToxZMgQihcvbrNBVnp6Or169aJYsWLUr18/01jc3d1tNsACqFmzJt9++y2//vor69evN75WnidPHr777jvq1q1rtC1WrFiOq64dHBwAcHR0fODnlZ2UlBQcHByws7Mzzk2bNo1Dhw5lapuRkQGAvb09DRo0YN++fTg6OmKxWJg+fTpPPfUUPj4+tGvXDjc3Nzw9PSlUqBC+vr5GH5GRkTg4OBiJe4CPP/6YpUuXsnv3bpv7paam2hyHhobSrVs3ChXKekXnhQsXOHz4ME899dR9PweRx4XZbM60ot/Z2ZmEhIRsk8t/jLnT/m63bt2iZ8+ejBkzxvjWQm7iRERERERERP6LlFx+zD399NNMmTLFJuHq7e2Ng4MDpUqVomrVqmzatMlILN/Rq1cvypUrh6urK2vXrjXOBwQE0Lp1a5uk7x116tRhxIgRfPvtt1gsFoKDg21W2SYkJJCRkcGiRYto164dCxYswMXFhSeffJJ9+/bZ9JWRkcH169eJiYmxOXd3crdu3bpERUUZx3cS108++aRNXy+++CJz5szJxdPKXsWKFYmMjMyyTEW/fv1sjtPT09m2bRt169bFycmJL774gnbt2tGsWTOcnJywt7endOnSzJw5M9v7/TEpFhMTw5gxY1ixYkWmtneS6nfH1q9fn++++w64/ZV9X19fvLy8gNtJ+j/GiPzbeHl5ERERYXPuxo0bOb588vLy4sqVKzm2HzBgAMWLF+eNN964rzgRERERERGR/yIll/8FBgwYAMCiRYsYPHgwPj4+AMTFxfH7779To0YNoqOjmTdvHu3btzfiateuzbFjx7h8+TJmsxl7e3tu3rzJkSNHcHZ2Jj09nZSUFAIDA41EynvvvYednR2pqanExMTYJEnHjh3L1atXmTlzppEIXrhwISEhIcTHxxMXF0fFihX59NNP8fX1NWqd3lGoUCGbhM2lS5f46KOPaNWqFQAnT56kdOnSNgnnsWPHcvz48T/9DA8ePIiTkxMmk4kvvviCNWvWsG7dukztrFarUS8ZMq+idnBwID09/b7ubbVa6dGjB9evX8fPz4/ffvsNPz+/bIul352AB2jfvj2jRo3KtlyJyL9RtWrVbErWnDlzhuTkZOMlS3Yxu3fvpnv37gCEhYVRtGhR4/qcOXPYvHkzBw8etPlWwZ24Bg0aZBknIiIiIiIi8l+l5PJj7Pjx40ydOhVHR0emTJmC2WzmpZdeMkpPmM1mY2Vf165dcXR0ZPz48bz77rsAfP3118TExLBlyxZMJhN2dnbExMSwevVqfvrpJ6xWK6mpqVSuXJm0tDRMJpORTHZwcCA6OpqDBw/SvHlzm3GZTCZjBXDbtm0JCgpi6NChpKSk8NFHH5E/f34WLlx4z/ndndzJbbukpCRMJhNmszlTEvZuVquV9PR0rFYrDg4OxqZgcLsMRXYb7dnZ2d1zw8S0tDR+/fVX/Pz8gNurHJ2cnEhMTCQkJIRXX33Vpv2oUaO4fv06bm5uAMyaNYuwsDA2bdpE/vz33lwvLS2NUqVK3bPd3ZKTk0lOTjaOLRbLfcWLPGq1a9fGYrGwYMECgoODmThxIg0bNsRkMhEXF4e7u3umn+O2bdsSGBjIoEGDKFmyJCEhIXTu3Bm4XWd56NChfPfdd7i6unLz5k1MJhN58uShXbt29OnTh+DgYMxmM59//nmO30wQERERERER+a/IXfZO/pE8PDyoXbs2oaGhZGRkYDabWbp0KX5+fvj5+ZGenm78efXq1ZhMJkaOHElGRgZ16tTB0dGRvn378tVXX7Fy5UpWrFhBqVKlGD16NCtWrGDlypV888035MuXj5UrV+Lt7Y2LiwvdunUDYPHixfTp04eUlJRsx+ju7o6HhwcbN27EarXy1VdfER8fj7u7O8WKFaNYsWIUKVIEPz8/ChQoYCS+IfMK3dyoUKECjo6O2NvbY2dnl+3H3t4eBwcHJkyYkKkPi8Xyp8pK3Lx5k9q1axMVFUVUVBS+vr6sW7eO2NjYTInlMWPGsHz5cr766isjETZnzhy8vb2pW7culy9fvuf9rly5kqlUyL1MmjSJvHnzGp+760GLPA7MZjPz589nwIABFChQgLVr1zJlyhQAPD09OXz4cKYYf39/Bg0aRNWqVSlatCgmk8koexMSEkJycjKNGjXC3d0dd3d3goKCAGjevDkNGjSgdOnSlCxZksqVK9OmTZu/b7IiIiIiIiIi/1BaufwY8/b25tVXX2XkyJE4Ojri4OBAp06dbFYu3ykh0bVrVwCblXzZrc7NSteuXenatatR+gKgb9++TJ48mdDQ0BxLMsybNw9HR0fMZjOzZs3iqaee4saNG8DtshkbN24kNDQ0U9ydjfPu5e52H374IUlJSUaCOTvp6ekkJyfz9NNPZ7p2+fJlVq9ebZS+uPs+7du3z7Iu8t1iY2ONVcjZSUhIoHfv3uzZs4etW7dSpEgR45qDgwOrVq2icePGNGrUiK1bt2a7gvnKlSs4ODjQoUMHpkyZQrVq1XK87x0jR45k6NChxrHFYlGCWR47LVq04NSpUxw4cICAgADj5+TujUj/aMKECXTq1Ino6GjjJRvAN998k22MnZ0dixcvZuDAgdy6dYs6deo80MsvERERERERkX8bJZf/RdLT01m6dCkbN240ju+UZrh69Srt2rXLMm7WrFmMHj3aqCE6YMAAUlNTuXLlCtevX8/2fnnz5iU0NJRnnnkm2zaRkZGMHz+et956i7CwMIYNG8ZPP/1kk9S5407pjTtJGzc3N15//XUGDx5sXAeMOQGkpKTQpEkT4/hOfeY/IyIigrFjxzJ69Gib84MGDcoyodSvXz+GDRvG5cuXadeuHcePH89xJfH169cJCAigaNGi7N69mwIFCmRqkydPHtatW0etWrWYOXOmTX3qO88BYMuWLTzzzDNER0fbxN+r7rOTk1OmTQVFHkfe3t40bdr0vmLKly9P+fLl7/teuX15IyIiIiIiIvJfoeTyv0haWlq2K5fbtWuXKTFqtVrp06cPhQoVomXLljZ1kKOioggICLjnPZs0aUJaWho3b97k1KlTNitwAUaMGMFrr71G0aJFCQsLo1u3bjg4OPDcc88RFhaGvb09KSkpeHl5kZCQwP/+9z8jMbt3716bvrLa0O9hi4+PZ/v27QwZMiTTtUuXLlGpUqVM5+fMmUO7du1o1qwZGRkZbNiwgfHjx2d7Dy8vL+bNm0ft2rVzXF2dL18+tm3bRsGCBW3OOzs7U6JECZKTk5k0aRJDhgxh2rRpxt9vnz59yJs3by5nLCIiIiIiIiIi8mBUc/lfIioqitTU1Cyvvfbaa3z99df4+PgY59LT03n77beJjo6mUKFCubpHYmIiv/76K0ePHiUhIcE4HxYWhru7O+vXr6d169Y2MVOmTOGtt94iIyPD2DwPYOvWrdy6dYtZs2bRunVrrl+/TlJS0n3XDn7YPvroI/Lly0f9+vUzXYuJiaFYsWI25+5+Ds2aNeP48ePExsby4osv5nifunXr5mrDwsKFC2dq16xZM8aPH0/btm3x9fWlS5cuNtdHjRqFt7d3ljVnRUREREREREREHhatXH6MWa1Wxo8fj729PQ0aNKBChQpUqVKFiIgIPDw8mDZtGtHR0bRt25bGjRsTGxvLlStXyJcvH0eOHKFChQqsXLmSBQsWsGrVKrZs2WL0/ceyCpcvX6Z58+bkz5+fggULUq5cObp06ULt2rXx9fVl9+7deHt7k5KSwv79+7l8+TJBQUGUK1cOuF2v+E6fqampmUpi3JlPSkpKtuUa7sRnZGTkKjF7v8LDw5k8eTKzZ8/OVG/ZarUSFRWVKbm8atUq8uTJA0D79u159tlnGT16tM38MjIyclU/Ojk5+Z7lLI4ePcrKlSuZO3cujRs3Zu7cudjb22Nvb8+1a9eMdr/99huVKlXiwoULNi8VREREREREREREHhYllx9jW7ZsYfHixRw5cgSz2cy3337L999/T3BwMDExMSQkJPDuu+8aiU0HBwfOnz+Pg4MDixcvplatWuTJk4fU1FTat2+fqSxGlSpVjOPt27fj4eHBunXrMJvN/PLLL8yYMYMlS5Zw7do1kpKSbFZON2zY0Gb1bmpqqnG9WbNm7Ny5EwcHB6xWK1arlXz58pGamkpKSgqJiYmZkruAsQlgSkoKzs7OD/VZRkZG0rRpU7p27Uq3bt2M84cOHWLHjh38/PPPxMTEZCqLcXf5iSVLlhAYGEjv3r1t2iQmJpKYmHjPMaSkpJCUlJTt9cOHDxMYGEitWrVYvXo1zz33nHGtbdu2vPLKK8Z4rl+/zhtvvHH/ieWkW3Ar7v5iRB62pJuPegQiIiIiIiIikgt2VqvV+qgHIQ8uPj7+b6uvm5qaapS1+LcZO3YsFouF6dOn25w/fPgwAwYMwN/fn9dee42qVavm2I/Vas1y07+HJTY2Fk9Pz4fer8Viuf3vqEVdcNA7J3n0nB0diZy5gOIFc1e2R0REREREREQenju5ovj4eDw8PLJtp+SyiBi/MH46dBA3d7dHPRwRCrjnVWJZRERERERE5BHJbXJZSxRFxFCp5JM5/sIQERERERERERG54+HviiYiIiIiIiIiIiIi/3pKLouIyD9WREQE1apVw9PTk+HDh5ObSk6rV6+mRIkS+Pj4sHz58iyv16tXz+bcjRs36NGjB97e3vj5+TFr1qyHNgcRERERERGRfyuVxRARw6Ezp1RzWf4WuampnJycTPPmzWncuDGhoaEMHDiQhQsXEhwcnG1MREQEnTp1Yvbs2dSoUYM2bdpQpUoVypYtC8CmTZvo0qUL1apVs4nr27cv0dHR7Nmzh6ioKNq2bYuLiwvdu3f/85MVERERERER+ZfShn4iYhRpp0VdcNA7J/nrOTs6EjlzQY4J5jVr1tCtWzcuXLiAi4sL4eHh9O/fn507d2YbM3jwYI4dO8bGjRsBmDlzJleuXGH8+PGcPHmSoKAgWrduzd69e9m+fTtwO4nt7u7O7t27efbZZwEYMWIEx44dY926dQ9v0iIiIiIiIiKPCW3oJ/IYWLlyJXny5KF58+Z/uq+4uDiSkpLw9vZ+8E5K+EPe/H96LCI5SrpJ0pmDXL0Rn2NyOTw8nICAAFxcXACoWLEiR44cybHr8PBwgoKCjOPq1avz/vvvA5A/f3727dvHmjVr2Lt3r9EmPj6e1NRUihcvbpwzmUyYTKYHmp6IiIiIiIjIf4WSyyKP0LZt2/D09MyUXJ44cSJnzpzhs88+yxTTq1cv6tatS8eOHQFITEwkT548fPvtt3zxxRds27btwQfk7Aqu+R48XuQhslgslCxZ0ji2s7PDZDIRGxuLp6dnrmI8PDy4ePEiQLYxBQoUwNfXl7Vr19KjRw9u3brFqlWrGDp06EOcjYiIiIiIiMi/jzb0E3mEnJycsLe//WMYExNj1IHNkycPTk5OmdqfPHmSb775hnr16pGenk5KSgqzZ8+mR48emM1mfHx8/tbxi/yVzGZzpp8DZ2dnEhISch1zr/YA9vb2fP7557z99ts0a9aM0qVLc/36dTp37vznJiAiIiIiIiLyL6eVyyL/ECaTibNnzwK3V2jGxcXx1VdfsW3bNho0aEDr1q0ZNmwYZrOZmjVrkp6ezqBBg9i6dStubm58//33REZGMnXqVFJTU3nppZcoVarUI56VyIPz8vIiIiLC5tyNGzdwdHTMMebKlSu5bn9Ho0aNOHfuHMePH6dJkyYMGzYsx5pSIiIiIiIiIqKVyyKPxI4dO3Bzc2Pu3Ll8+OGHuLm5cf36ddLT05k5cyaffPIJGzZsYOPGjfz666/ExsYyf/58zp8/z9mzZ4mKiuL8+fO0a9eOnTt30qpVK/Lly4ebmxvFihXD19eXPHnyPOppivwp1apVY/fu3cbxmTNnSE5OxsvLK9cxYWFhFC1aNFf3c3Z25vjx49jZ2TF48OAHHreIiIiIiIjIf4VWLos8AoGBgcTGxjJ8+HDc3Nxo3rw5Q4cOJTY2lh9++IFnn30WT09PPv74Y1555RXs7e0pXbo0qamplClTBgcHB8xmM0OHDqVt27Z07NiRhIQEUlJS6NChwz3vn5ycTHJysnFssVj+yumKPJDatWtjsVhYsGABwcHBTJw4kYYNG2IymYiLi8Pd3T3Tpntt27YlMDCQQYMGUbJkSUJCQnJd3iIjI4OxY8cybtw4YxNBEREREREREcmeVi6LPAImkwkHBwfj2MvLC19fXwoVKsR3331n1F6+2/PPP89vv/1GuXLl+Oyzzzh69Cg9e/bkiy++ACAhIQGzOXfviyZNmkTevHmNj6+v78OZmMhDZDabmT9/PgMGDKBAgQKsXbuWKVOmALc35zt8+HCmGH9/fwYNGkTVqlUpWrQoJpOJfv365ep+ixYtwmQy0bVr14c5DREREREREZF/LSWXRf4BSpcuzeTJk7O8lpGRgZ2dHRkZGSQlJRnnEhISGDJkCL6+vhQrVozRo0ezaNEiihUrRpEiRWjWrFm29xs5ciTx8fHG5/z583/JvET+rBYtWnDq1Cm+/PJLjh49Svny5QGwWq1UqlQpy5gJEyYQFhbG6tWr+eWXXzKViOnatSvbt2/PFNe1a1fCw8ONTTZFREREREREJGcqiyHyD5WRkUFoaCi//PILnTt35siRIzRq1Ii4uDjCwsKws7Nj5cqVtGvXDnt7ewYOHMhvv/3GV199hbu7u83K6D9ycnLCycnpb5yNyIPz9vamadOm9xVTvnx5IxEtIiIiIiIiIn8NJZdF/gHOnj1LYmKicWy1WrGzs2Pq1Kk899xzvPDCCzg7O/P777/TpEkT3nrrLerWrWu0v3btGkeOHOG5555jy5YtvPPOO49gFiIiIiIiIiIi8l+i7/6KPCK///47p06d4osvvuDpp5/m8uXLxrWkpCSSk5P59ddfCQ0N5dq1azax6enpDBo0iD179gC3y1y0bNmSjz76iClTpnD8+PG/dS4iIiIiIiIiIvLfo5XLIo/A0aNHeeGFF2jVqhX9+vWjTp062NnZERsbS0xMDEOGDCEjIwOz2cy5c+coV64cW7duJSAggOTkZPr27UvJkiUpVqwY06ZN4/vvv+fQoUMULFiQ3r1707x5c7Zt24aPj8+jnqqIiIiIiIiIiPxLKbks8gg89dRTnDt3Djs7O5vzL730Ek899RRWq9U4Zzabad++PTVq1CA9PZ1Tp07RokULxowZQ69evTh48CDbtm2jYMGCAEyaNIn//e9/1KpVi//973+4urrmfmBJt+BW3MOYokj2km4+6hGIiIiIiIiIyEOg5LLII/LHxDLA4sWLc4wxmUzs2rULX19frFYr9evX5/PPP8fLy8toYzabWbNmDbt3776/xDLA2XBw0K8F+es5OzpSwD3vox6GiIiIiIiIiPwJdta7l0iKyH+SxWIhb968/HToIG7ubo96OPIfUMA9L8ULFnrUwxARERERERGRLNzJFcXHx+Ph4ZFtOy1RFBFDpZJP5vgLQ0RERERERERE5A77Rz0AEREREREREREREXn8KLksIiIPJCIigmrVquHp6cnw4cPJTZWl1atXU6JECXx8fFi+fHmW1+vVq5dlbEJCAk888QRfffXVnx67iIiIiIiIiPx5KoshIoZDZ06p5rLkqh5ycnIyzZs3p3HjxoSGhjJw4EAWLlxIcHBwtjERERF06tSJ2bNnU6NGDdq0aUOVKlUoW7YsAJs2baJLly5Uq1Yty/ixY8dSqlQp2rZt++CTExEREREREZGHRhv6iYhRpJ0WdcFB75z+65wdHYmcuSDHBPOaNWvo1q0bFy5cwMXFhfDwcPr378/OnTuzjRk8eDDHjh1j48aNAMycOZMrV64wfvx4Tp48SVBQEK1bt2bv3r1s377dJjY8PJxatWpx8OBBIxktIiIiIiIiIn8Nbegn8jeyWq3Y2dnZnFu4cCFNmzalYMGCueojOTmZ8PBwqlevfl/3jouL4+OPP+add97JNIb7VsIf8ub/c33I4y3pJklnDnL1RnyOyeXw8HACAgJwcXEBoGLFihw5ciTHrsPDwwkKCjKOq1evzvvvvw9A/vz52bdvH2vWrGHv3r02cVarlV69elGrVi12795NUlIS/v7+DzpDEREREREREXlIlFyWv010dDTFihWjRIkSma6lpKRgtVr5/fffjXOpqamYTCbs7XMuDZ6RkQFwz3Y5SUlJwcnJCU9Pz3v2Y7FYmDp1KoMGDTLONW3alJ49e9K6dWsAfvvtN/r3788LL7yQ6zGcPXuWgIAA9uzZc18JZhcXFz799FMqVKhAq1atch2XJWdXcM335/qQ/wSLxULJkiWNYzs7O0wmE7GxsXh6euYqxsPDg4sXLwJkGwOwYsUK9u7dS8eOHYmMjOTtt99myJAhDB8+/CHNRkREREREREQehDb0k7+Ng4MDACdPniQqKsrms27dOhwdHW3a9+3bFzc3N/LmzUu+fPnIly8fjo6O2NvbG8d58+bFxcWFNWvWGHEVK1bEzs7O+PTo0cO4tn37dsqWLUu+fPno2bMnycnJADg6OuLk5MTBgwe5evUqV69e5fz588afr169ysWLF7l69SovvPACbm7/V5f44sWL7Nmzh+eff944t2TJEtLT06lVqxZ+fn74+fkRGBhIeno6ALNnz8bOzg6z2Wx8ypcvj729PbVq1bI5b2dnx5IlS7J9ro6OjowePfrB/2JEHoDZbMbJycnmnLOzMwkJCbmOuVf7O+bNm0f79u1ZunQpkyZNYtWqVYwaNYobN248+ARERERERERE5E9Tcln+NndKNnh7e1OgQAGbT8OGDTOVdJg/fz4JCQnEx8cTFxfHypUrcXBw4LPPPiMuLo64uDji4+NJSkqiTZs2ACQkJHDq1CkuX75MbGwssbGxzJo1C4Br167RqlUrBg0axP79+zl48CDTp0837mc2mzlx4gShoaEAfPTRR7Rr1864PmbMGN555x0ATCaTcX7WrFkMHjwYi8XC6NGjuXTpEp988gnlypUjKiqKM2fOULhwYbp06WLEOTo6UqdOHdLS0khLSyM4OJgPP/zQOL77U6dOnUyJdy8vL5sEdN++fWnXrp3NuWLFij2UvzeRrHh5eXHlyhWbczdu3Mj0bzWnmHu1v+PChQs0a9bMOK5SpQopKSmcP3/+AUYuIiIiIiIiIg+Lksvyt0lLSwMgJibGZkXw1atX2bJli3E9q7j333+fFi1akJCQQIMGDfj000+ZN2+esfL4jrCwMCpWrEjBggWN1c158uQBbn+1vly5cvTr149SpUoxcOBAVq1aZRPv5OTEoEGDOHv2LNu3b6d27dpUrVqVGzdusH37dqpUqWLT/siRIyxbtoyhQ4cyZ84cjh07RnBwMP3798fLy4tly5bx6aefAtisoH7iiSdo0qQJcHtTs/nz5zNp0iRjlbOfnx/lypXj3LlztGvXzqaUANxO1J88eTLLZHRaWhqrV6/+U2VCRO6lWrVq7N692zg+c+YMycnJeHl55TomLCyMokWL3vNexYoVIzEx0Tg+e/YsdnZ2FClS5AFHLyIiIiIiIiIPg2ouy98mNTUVIMsVtWlpaTargeH2Jl7ffPMN7777LmlpaaxYscKoKezs7MzYsWMZM2YMQ4cOpV+/fri6urJ3714uXLhAwYIFSU1NpUOHDnz00Uc4OTmxd+9eKleubPRfq1YtoqOjbe5ZvHhx3n33Xfr378+hQ4dYu3Ytu3fv5u233+b48eM0a9aMBQsWGO2HDRtGfHw8gYGBXLhwgYMHD7J27Vr69OnDsWPHqFevHk5OTvzyyy82yd4GDRrw/PPP89ZbbzFnzhwCAwNZtWoVRYoU4cKFC9StW5c333yT4sWLM2DAgEzP64/PKis5JZeTk5NtEvMWi+We/YncrXbt2lgsFhYsWEBwcDATJ06kYcOGmEwm4uLicHd3z/TvtG3btgQGBjJo0CBKlixJSEgInTt3vue9OnTowJQpU6hcuTKenp4MHDiQoKCgHOs0i4iIiIiIiMhfT0sb5W+RlpaGr68viYmJmeotR0VFceHCBc6dO2e03bZtG6VLl+b111+nT58+REREEBgYaPTXpUsXTpw4wdixY5k2bRqVKlUiNTWVyMhInnvuOXbu3MmmTZv44YcfmDFjBgCXLl0if/78Rh+lS5fm7bffzjTWvn37EhUVRZMmTXB2dmby5MnMmzeP1q1bZ6oxGxISwvHjx2nYsCGDBw+mRIkSDBw4kEuXLjFnzhzc3NxIS0tjyZIlNpsVAvz4449s376do0eP0q1bNwICAnjnnXd47rnnGDFiBMHBwQ/t+f/RpEmTyJs3r/Hx9fX9y+4l/05ms5n58+czYMAAChQowNq1a5kyZQpwe3O+w4cPZ4rx9/dn0KBBVK1alaJFi2IymejXr98979WjRw+6d+9O+/bt8ff3x87Ojs8///yhz0lERERERERE7o9WLstf7tq1azz55JO4uLjY1Fe9s1rWw8PDOJecnExqairnzp1j7NixtG/fPlNC9w6z2Uzv3r3p2LEjv/32Gw4ODnzyySc2bUaPHk1ISAhvvfUWqampxmre6tWrc/z4cfLmzcvZs2dtYqxWK0lJSezbt4+UlBSjxEZWK4FLlSpFREQE33//PYcOHeLSpUt06NCBgwcPMnDgQI4dO0Z0dDTvvvsuxYsXp1atWmzduhWTyURQUBBNmjQxSgkULFiQkJAQnJ2dOXfuHD///DOVK1e22Tzwjvj4eEqVKpXtM7darfj4+GR7feTIkQwdOtQ4tlgsSjDLfWvRogWnTp3iwIEDBAQEGC9vrFZrtjETJkygU6dOREdHZ1lPvGvXrnTt2tXmnJ2dHSNHjmTkyJEPfQ4iIiIiIiIi8uCUXJa/XP78+YmLiwNur/StWLEidevW5a233jLKW2Slc+fOvPPOO0yaNMlI7JpMJpukanp6OufPn7dZ1Xy3QoUKGaUv8uXLZ4zjm2++ITw8nI4dO2aK+eyzz6hQoQJXr15l1qxZXL9+HX9/f6O28t3Onj1Lq1at8Pb25pVXXqF8+fJ06tQJgEWLFrFo0SKjbdeuXWnbti0mk4lPPvmEI0eOEB4ezvHjx3nuued47733CAoKYu/evYSGhtK9e3dOnTpF4cKFadeuHSEhIQDExcWRkpLCxYsXs605e+zYMb744ossr8Ht2tLZJe1F7oe3tzdNmza9r5jy5ctTvnz5v2hEIiIiIiIiIvJ3UXJZ/japqamMHz/eJuH60UcfsWDBAtLT00lJSaF58+Y2X3d3cnLipZdeIjQ0NFN/cXFxeHp62iRJa9asycqVK41VuLt376ZEiRLA7a/kr1+/HoCiRYsSERGRqc/Lly/z3nvv8eOPP5Kamspvv/3GuHHj+O2335g0aRKTJ0+2ae/s7ExAQACVK1fmqaeeokKFChQvXpyVK1eycOFC6tatC8DYsWOxt7c3NvG7c+8+ffowbNgw9u3bx759+zKNp1mzZnTp0oWCBQsa53799VcKFiyY42Zm5cqV44MPPsj2uoiIiIiIiIiIyJ+l5LL8bZYsWcK1a9cYO3YsFStWBGDw4MHZrlyGnDelu8POzs7489NPP03v3r0ZM2YMx44dY9q0acyePRuA1157jUmTJjF9+nRat27NtGnTMvW1bt06unXrxtNPP43VauWDDz5g6tSpFC9enA8++ABnZ2dat25ttC9cuDBffPEF4eHhbN26lVWrVrFgwQKbMWU1l48//hiAq1evcvHixSzLCHzyySfs2bOHNm3a2JxfvHjxfa8UFRERERERERERediUXJa/xblz5xg2bBihoaEcOnSIcuXKUbhwYQIDA4mIiDDqCickJHDp0iWefvppChUqhNVqZcWKFaxYsSLbvu9OzH744YcEBwdTr149ChUqxNSpU+nSpQsAJUqUYM2aNfTp04dJkybRtm1b9u7da8Smp6fTo0cP/Pz8gNtJ62XLlhnXU1JSiIyM5PTp05hMJuD2yug6depQunRpOnfuzPDhw432d9eLtlgsNteyGntW0tPTbY737NljPEMREREREREREZFHScll+cslJCRQv359WrVqRfv27Wnfvj1dunRh+fLlbNmyhUaNGhEXF0dSUhIA7u7uXLlyBbid0H355ZdzLIuRkpJinMuXLx/ffPNNtmN54YUXOH36tHF8ZwPAlJQU4/7ZSU5OJigoCH9/f6PcRUBAALt27aJatWo2bRMTE1m1apVNWYzk5ORMfd65Z4UKFTJdi42NpWrVqsax1WplyJAhBAcHZ9n+oUi6Bbfi/pq+5fGQdPNRj0BEREREREREHhN21nstnRR5CE6cOEHJkiUxm+/vfUZ8fDzp6el4eXn9RSP7a1y5cgUPD497bppntVq5deuWsXL7XpKTk0lNTc11+9yyWCzkzZsXWtQFB71z+q9zdnQkcuYCihcs9KiHIiIiIiIiIiKPwJ1cUXx8PB4eHtm2U3JZRIxfGD8dOoib+8NNXMvjp4B7XiWWRURERERERP7Dcptc1hJFETFUKvlkjr8wRERERERERERE7rB/1AMQERERERERERERkcePkssiInJfIiIiqFatGp6engwfPpzcVFdavXo1JUqUwMfHh+XLl2d5vV69elnGJiQk8MQTT/DVV1/96bGLiIiIiIiIyMOjshgiYjh05pRqLv/H3avecnJyMs2bN6dx48aEhoYycOBAFi5cSHBwcLYxERERdOrUidmzZ1OjRg3atGlDlSpVKFu2LACbNm2iS5cuVKtWLcv4sWPHUqpUKdq2bfvnJiciIiIiIiIiD5U29BMRo0g7LeqCg945/Zc5OzoSOXNBtgnmNWvW0K1bNy5cuICLiwvh4eH079+fnTt3Ztvn4MGDOXbsGBs3bgRg5syZXLlyhfHjx3Py5EmCgoJo3bo1e/fuZfv27Tax4eHh1KpVi4MHDxrJaBERERERERH5a2lDP5H7lJSUxOrVq+ncufOf6ufLL79kz549zJ07955t9+7dy6pVqxg/fjxOTk4AfP3119y4cYMuXbr8qXE8kBL+kDf/339f+WdIuknSmYNcvRGfbXI5PDycgIAAXFxcAKhYsSJHjhzJsdvw8HCCgoKM4+rVq/P+++8DkD9/fvbt28eaNWvYu3evTZzVaqVXr17UqlWL3bt3k5SUhL+//5+ZoYiIiIiIiIg8REouyz+e1WolPT2dpKQkLBYL169f5/Lly1y8eJETJ05w4MABqlSpYiSrABYuXEhISAgHDx7M9X3Onz/PO++8w/fff8+CBQv4/fffKV26NMWKFQPgxo0b1K9fn1WrVtnEJScnG4lhgHXr1uHr65up/4yMDNLS0nB0dDTOrVixghMnTtjEFytWjHHjxuWYXO7cuTPr16/P8s3RhQsX2L9/P5UqVcr13A3OruCa7/7j5D/DYrFQsmRJ49jOzg6TyURsbCyenp65ivHw8ODixYsA2cbA7Z+PvXv30rFjRyIjI3n77bcZMmQIw4cPf0izEREREREREZE/Q8ll+UdLSUmhZMmSXLlyBXd3dzw8PEhJSSE5OZmgoCC8vb2pV69epmRunjx5cHd3N46XLFlCcHAwrq6upKen4+zszJUrV2xiSpcuzb59+2jYsCHvvPMO/fv358knnyQyMhKATz75hF9++SXTGN3d3XFxccFsNpORkWEk2ZYsWWLTLjExkYYNG7J27VoAUlNTWbFiBYsWLaJatWpcvHgRk8mEnZ0ddnZ2lChRgoyMDDIyMqhRowZff/210ZeTkxOjR49m8ODBmcbj5+dnk8AWeZjMZrPNyxAAZ2dnEhISsk0U/zHmTvt7mTdvHu3bt2fp0qUANGvWjPr169OnTx+bn28REREREREReTSUXJZ/NEdHR86dO4fJZDLOzZ8/nyVLlrB48eJM7dPT08nIyDCStFarldTUVJydnQkKCmLdunXs37+f1q1bZ4qNjo6maNGibN26FbPZzOHDhylcuLBNG3t7+0xxKSkpxp/Hjx/PggULOHnyJHZ2djnObdWqVURHR1OmTBn27NljM8es5nU3sznnH12VUpe/ipeXFxERETbnbty4keMLDS8vL5uXOfdqf8eFCxfo2rWrcVylShVSUlI4f/485cuXv//Bi4iIiIiIiMhDlTlTJvIPk5KSQmpqarbXMzIyuHXrFnC7XrG3tzc9evRgz549FC9enE6dOhnJ5jv+mMg9c+YMZcqUYcWKFRQoUIB8+fKxdu1a6tata7Sxs7Pj8uXLpKamkpycnGkc586dY/LkyXTv3v2eieXU1FTef/99Yxy3bt2iWLFiPPXUU1SsWJFKlSpRsWJFnnrqKcqXL59pvElJSbz//vv4+fll+ly4cMEm4S3yMFWrVo3du3cbx2fOnCE5ORkvL69cx4SFhVG0aNF73qtYsWIkJiYax2fPnsXOzo4iRYo84OhFRERERERE5GHSymX5x2vcuDGHDh0yVjomJyeTlJREgQIFgNurehMTE4mPj6d9+/a0b9+eNm3acP36dbZv3w7cTjrntDK4ZMmSfPHFFwQHB2OxWEhPT2fJkiX873//M9rUqlWLiRMnUrBgQRo1amRTezklJYWXXnqJ9PR05s2bx7x582z6v3r1KsOGDWPs2LEAfPjhh3h7e5OUlATcrkF74cKFXD+TL7/8Mtdts5KcnGyTILdYLH+qP/nvqF27NhaLhQULFhAcHMzEiRNp2LAhJpOJuLg43N3dM/2stW3blsDAQAYNGkTJkiUJCQnJ1caZHTp0YMqUKVSuXBlPT08GDhxIUFBQjnWaRUREREREROTvo+Sy/OPt2LHD5vhOWYw7ieM/SkhIYMuWLZQvX56lS5fSqVMnUlNT7/k1/JdffhlPT0+KFStGTEwMK1eutEliPfPMM5w9ezZTXFpaGp07d+bXX3+lQYMGbNmyJVObrl272tScjY6OZtq0abRt2xaA+Ph4SpUqRZ48eXBwcDBKeqSlpWEymTh9+jQATz31FNeuXcPFxYXk5GQyMjLIkydPpvtZrVYsFgshISG8+uqrma5PmjSJ9957L8fnIZIVs9nM/Pnz6dChA8OHD8fe3t74WfT09CQsLCzTZpL+/v4MGjSIqlWr4uzsTOnSpenXr98979WjRw+uXr1K+/btuXLlCs8//zyff/75XzArEREREREREXkQSi7LP1ZGRgZJSUk4OztnWev4j5KSkjCbzSxevBg7OzvS0tJ49913sbe35+bNm7i6ut6zjxdeeIGbN29Svnx5SpUqxblz5yhTpoxxPTIyklmzZtGnTx8A4uLi6Ny5MxEREYwYMYKQkBD8/Pwy9Xv16lVGjRplHH/88cc21/PmzZtpg8GsHD161Phz7969KVq0KKNHj75n3B+NHDmSoUOHGscWiyXTpogi2WnRogWnTp3iwIEDBAQEkD9/fiDnWt8TJkygU6dOREdHU6dOnUwve7p27WpTXxlul6IZOXIkI0eOfOhzEBEREREREZE/T8ll+cc6c+YMFSpUIE+ePDbJ5T+WxbgjMTGR5cuXM3HiRF599VUiIiKYNGkSv//+O+fPn8fb2/ue97x+/TrPPPMM//vf/zh8+DBPPPEEq1evply5chw4cIBmzZrx2muvGe03b95MSkoKe/bs4bvvviMwMDDblcv3Ur9+/SzLU5QrV44lS5ZkOr9161Y+/fTTe/abFScnJ5uV1CL3y9vbm6ZNm95XTPny5bURn4iIiIiIiMi/iJLL8o/15JNP2mzmdUdOZTHGjx9PkSJFqFu3LhERETRq1Ai4XfKiRYsW97zn7NmzqVOnDvny5QPgrbfeYsCAAXz77bcMGTKEyZMn4+LiYrR/6aWXeOmll4zjXbt25WrlclaOHj3K7t27beL379/PwIEDM7WNiYkhLi7O5t53xMfHM23atCzjREREREREREREHhYll+VfpXfv3rRu3dqmfMSNGzfYsmUL06dPz9T+6tWrxgro69evExISws8//2xcHzhwIL/88gvly5fn+eefp0uXLjne/35XLt9dRiC70h9Znff29s62jEaJEiUy1bwVERERERERERF52JRclsdOQkICdnZ2WV4rWLAgBQsWJCIigvT0dABGjRpFo0aNKFq0KHC7jmtKSgpwe4O8Xbt2UaZMGd555x2ef/55ypUrB0BqaiqhoaEcOnSIEiVK8PPPP/PZZ5/RuXPnLDfRu3O/uyUmJrJ//34iIyN55plnMl2/sykf3K4xXbNmTUwmk3E9NTWVJ598MsfnkZiYyIkTJzCZTBw+fJiLFy8quSwiIiIiIiIiIn85JZflsXHr1i1eeOEF9u/fT/fu3XNsm5SURFJSEidPnmTz5s1s27bNuFa8eHEAnnnmGXx8fChdujSXL19m9erVfP/991itVjp16sS6deuoWrUqixYtokaNGuzatYtBgwbxxhtv8Pbbb/PWW29luucfOTk50b59e3x8fGjevLnNNavVyvXr10lNTQVuJ5oPHjyYqSxGr169cpyryWTihRdeID4+Hj8/PyZNmoSHh0eOMdlKugW34h4sVh5/STcf9QhERERERERE5DFiZ737e/ki/3DffPMNbm5u1KtXD7M5d+9G0tPTbVYDZ+fatWvkz58fgO3bt1OkSBHKli2bqd22bdvw8fHJ8lpWMjIysi158bCkpKTg6Oj4wPEWi4W8efNCi7rgoHdO/2XOjo5EzlxA8YKFHvVQREREREREROQRuZMrio+Pz3ERo5LLImL8wvjp0EHc3N0e9XDkESrgnleJZREREREREZH/uNwml7VEUUQMlUo++eAlNURERERERERE5D/lr/2uvoiIiIiIiIiIiIj8Kym5LCIiIiIiIiIiIiL3TWUxRMRw6Mwp1Vz+l8tNTeWIiAiCg4M5efIkPXr04IMPPsDOzi7HmNWrV/PGG2+QmprKtGnT6NChQ6brs2fPZtu2bcY5q9WKp6cn8fHxxrlx48YxatSoB5iZiIiIiIiIiPzdlFwWEUOd0UPBQb8W/s2cHR2JnLkg2wRzcnIyzZs3p3HjxoSGhjJw4EAWLlxIcHBwtn1GRETQqVMnZs+eTY0aNWjTpg1VqlShbNmyAGzatIkuXbpQrVo1m7gTJ06QL18+oqKijHN58uT585MUERERERERkb+FskhyT0lJSTg7O/8lfaelpWE23/5neOTIEXx8fMiXLx8AiYmJbNu2jYYNG+Lo6JjrPq1Wa6ZVljExMaxfv55u3bo9tLHfj9TUVBwcHP50P2lpaZhMpnuuIn1gJfwhb/6/pm959JJuknTmIFdvxGebXN6wYQPx8fFMnz4dFxcXJk6cSP/+/XNMLs+fP5969erRo0cPAAYMGMDixYsZP348J0+eZMCAAfTv35+9e/faxO3bt4+aNWsaP/MiIiIiIiIi8nhRcvlfqkGDBpw4cQIPD48c2124cIHJkyfTp0+fbNsUL16cL7/8kqCgoGzbvPfee6SlpTFq1CicnJwwm81UqlTJps2NGzd46qmnWLNmDQDfffcd48aNY/Xq1fj6+rJs2TIuXbrEZ599BsDevXvp1q0bp06dynVy2WKxUKNGDd599106duxonHdwcODtt9+mUqVKVKlSJcvYqKgoypUrR0BAQLbXX3vtNd5///1cjeWOxMRE2rZty+uvv57jM8yNefPmcfDgQebNm4e9/V9QMt3ZFVzzPfx+5bERHh5OQEAALi4uAFSsWJEjR47cM+buf9vVq1c3fk7y58/Pvn37WLNmTabk8t69e9m7dy/58uXD0dGRXr16MW7cuL/u5YmIiIiIiIiIPFTa0O8hO3/+PPXq1cPV1ZX69etz4cIFtm/fjp2dHXZ2djg4OFCxYkU2bdoEwMKFC41rLi4uPP/884SFhRn97dmzh2effRZ3d3caNmxIdHR0rsbh4ODA9OnTiYiIyPHTpEmTeyZuHRwcKF68eI5tXnzxRVasWMHw4cMBcHJyyrLd3SugX3zxRRo1asSrr74KwJtvvkmRIkWM6xs3bqRw4cLMmDGDsWPH8tFHH91z3h4eHnzwwQf07duXmTNn4uLiQpEiRahYsSKpqak0adIEPz8/ihcvjqenJzt27DBi74w5LS0ty09GRsYDfWX/lVdeoXbt2kbybeHChTaJ92nTplG4cGFiYmIYO3aszb+HevXqcfLkSaNtnz59cHR0ZPDgwfc9DpHcsFgslCxZ0ji2s7PDZDIRGxub6xgPDw8uXrwIgKenZ7Yrk48fP07z5s0JCwtj2bJlfPLJJ6xYseLhTERERERERERE/nJaufyQdezYkdKlS/P5558zceJEunfvzsiRI/Hw8ODs2bMkJiby3Xff0bZtW44fPw5AhQoV+Pnnn4mNjWXcuHG0bt2aEydOkJqaSsuWLZk8eTINGzZk4MCBvP7663z99df3HMedEgzDhw9nwYIFuLm5cePGDVxdXYHbyaDNmzcD2KyAffbZZzl69KhNwjk+Pp5atWrZrCaMj49n7969Rg3VatWq8euvv9rETZkyBZPJZBwfOHCAPXv2GMf29vaMHz+e6OhoSpcuTWpqKgUKFGDNmjW8+uqrrFixgv79+1O4cGFSU1ONsd9L8+bNOXToECVKlKBv376YTCYqVKjA559/TpMmTWxKcdwtPT0dT09PPvzwwyz7nT9/Pmlpabkawx2ffvopXl5evPXWW1leP3ToEKNGjWLNmjV4e3sDt5PuS5cuJSkpidGjR9OtWzcjCW5vb8/HH39Mw4YN2bBhw59eCS3yR2azOdPLIWdnZxISEvD09MxVzJ3297JhwwbjzyVLlmTgwIGsXr2aV1555QFHLyIiIiIiIiJ/JyWXH6IjR47w66+/sn79etzd3Xn33Xfx8/OjX79+2NnZkS9fPvLly0fPnj0JCQnhp59+AsBkMhnXZs2ahYeHBydPniQhIYG4uDij1uno0aMZO3ZsrsZyJ6k7depUpk6dCkC5cuXYuHEjfn5+2cY5ODgwZ84cunbtCtyut+zq6srly5dtkkd2dna4ubkBsHr1anbu3MnUqVONpPabb77Jzz//nKn/1q1bG3+OiIjA19eXokWLcuLECRwdHY2NvZYuXUqhQoV44403cjXfO3bv3k3RokWNVZSOjo7MnDmTYsWK8cILL3Du3DlefPFFfvzxRwoXLmwT6+rqSu/evdm4cWOWfRcrVozAwMBcjyUjI4OPPvqInTt3Znk9ISGBDh068Prrr9O4cWPjvIODg7HSs2vXrjRq1Mgmzt7enpkzZ9KvXz8ll+Wh8/LyIiIiwubcjRs3cvyGg5eXF1euXMl1++wUKlQo19/OEBEREREREZFHT8nlh2jv3r08+eSTuLu7A7eTkW+++SapqamZ2prNZlJSUjKdd3Jywt7enoSEBHx9fY3VvW+99RaVK1dm7dq1f+kc/riiNyIiwqih/Ed3SkTUrFmTKVOm0K5dO9auXUvjxo25du1atveIiYlh6NChzJ07l3Xr1rFw4UIaNGhAenq60eaHH34gT548FChQwDj38ccf33NF4/z58/nmm2/44osvaNWqFXv27OHjjz9m586dWK1WPD09eeaZZ2jevDk7duwwVlg+++yz5M2bl7x58+a48d5PP/3E4MGD+eSTT6hVq1aOYzly5AhPPvkk+fNnvUHe0KFDcXd3Z8KECVlez8jI4KuvvqJixYqZrj3zzDNcv36d+Ph48ubNm+M4spKcnExycrJxbLFY7rsP+XeqVq2aUfcc4MyZMyQnJ+Pl5ZVjzO7du+nevTsAYWFhFC1aNMf7JCYmUr16dfbu3Wv8Ltm9ezclSpR4CLMQERERERERkb+DkssP0aVLl2wSiSaTicmTJ7N9+3abdj/88APHjh0jMDDQZlWr1Wpl1qxZuLu7U65cOVxdXVm8eDE9evRg/vz5jBs3zqhPXKVKFU6fPp1pDIsWLaJFixbG8apVq+jduzfu7u5cvHiR5557DqvVCpCrFYJz587FbDbTsGFDli9fbpRuuFvRokXZvn07kZGRABw9epTNmzezZ88eIiIi+PDDD/Hz8yMqKorBgwdz6dIlAGbPnk3Dhg357rvvqFu3LlarFT8/P6KjowkLC6NcuXLY29vz/fffM2jQIKpWrcrKlSvp1atXpjGUL1+eX375hc8//5zAwEAmT55MUFAQL7/8MteuXSMgIAAPDw/y589vJKx79erFokWLcHFx4ejRo0RHR7Nq1aocn0f58uV54YUX7vnc4PZmidklyo4fP054eDjVqlXLlMz+/vvvyZcvH8nJyTg7O7N79+4s+yhRogTnz59/oOTypEmTeO+99+47Tv79ateujcViYcGCBQQHBzNx4kQaNmyIyWQiLi4Od3d3m3I3AG3btiUwMJBBgwZRsmRJQkJC6Ny5c473yZMnD4ULF6Zfv37079+fn3/+mWXLlrFly5a/cnoiIiIiIiIi8hBpQ7+HKDU11ahfPHToUKPUxeHDh4mPjydfvnw4OzvTrl07Pv74Y0qVKgXA4cOHyZcvH66urkyaNIlFixYZ9YXbtWvH2bNn6dq1K7169TI2zPt/7N1neFTF+//xd7JppDcgEEroSBcJBEWKgIAI0kSqEJr0Jqh8RUSkCEgXVKQpIkFAERVBkCZNWgiEUAwSqmgQ0kiyaft/wD/n55oKhqJ+Xte1lzln5p4zs4Y8uHf2nq+//ppjx45leTVr1sxqTs8//zw3btzgwoULlCtXjt27dxMcHGx1aGBO1q9fz/r16wkNDeXxxx+nVq1aRimPv3JxccHOzg6LxYKtrS2dO3dm8uTJhISEUKdOHW7cuEGdOnVYt24dGRkZRlz79u2ZM2cOsbGx+Pr6EhUVRbly5Yzxbty4wfPPP8/WrVspX748rVu3znbd69atM8bs06cPa9aswdHRkWPHjjFu3Dh++uknWrVqxZYtW2jUqBEffvhhlkPxLl68yJw5cwgICCAgIIDr16/z+eefG9dhYWF8+eWXeb5vmdzd3XPcEZyUlMTMmTM5fvw4X3/9tVVbkyZNOHbsGPv376dp06b06dPH6j3LFBcXd1eJZYBx48YRGxtrvC5dunRX48i/j52dHUuWLGHo0KH4+vry1VdfMX36dOD24XwnTpzIElOzZk3jAyB/f39MJhODBw/O81nLli3jwoULNGjQgA8//JCQkBAaNWpU4GsSERERERERkXtDO5cLkKenJzExMQC8/vrrDB8+nBo1apCeno6bmxvHjh3D3t6e4sWLWx2OV6lSJTZt2sTs2bM5evQozz77LABXr14lKSmJcuXKMXHiRBo3bsxTTz3FsGHDKFWq1F3N0dbWFj8/Pw4cOGC1w/mvli9fzpAhQ1ixYgXlypVjypQplCpVihYtWnDo0KFsY1544QVmzZpFVFQUycnJODo6Wq0zO/PnzyclJYX27dsbdYYBzp07R5MmTShUqBApKSm0bdsWV1dXfvrppzwP9rNYLLRq1YpJkybRsmVLxo8fz6BBg5g+fTrTpk0jJCSEqlWr0rhx4yzvTXR0NO+88w4AMTExVte//vqr8f8mPypWrMjhw4exWCxZ3ocqVaowZswYoqKiePPNN3n22WeNPs7OzkZd7A8//BBfX1+OHz9OrVq1jPjExEQuX75MsWLF8j2fP3N0dMxyaJtIprZt23Lu3DmOHDlCUFCQ8Y2MzG89ZGfKlCl0796dK1eu0KhRoyw1l3v37m3Ucs9UqlQptm/fXuDzFxEREREREZH7Q8nlAlSzZk3OnDlDfHw8Pj4+ODs7k5CQANxOXOZ0kJ6DgwMBAQFMmDCBsmXLsm3bNpo1a8aaNWvYuHEjO3bsAG5/Xd3Ozo6YmJh8J5erVKnCzZs3cXR0JD4+noYNG2Jra0tCQkKWnbuZUlNTuXz5MvPnz6dz587G/ZdeeomgoCCqV6+eJebbb78lNTXVOJiuYsWKXL9+ndq1awNw8+ZNIiMjOXjwIDVr1jTitm7dSufOnTl79iwVK1Y07pcvX56oqChiYmLw8/Pj5MmT+Vpv5lwSEhJo06YN8fHxeHl54ezsDNw+iNBkMmVbQ9rFxYUWLVpQtWpVACIjIwkLCzN2g//222/GbvP88PX1pWzZsmzcuJHnnnvOqi2zFMa4ceMoV64cX375JR06dMgyRuaO5T/Xo4bbtaVbtWqV7TpECoKfnx+tW7e+o5gqVapQpUqVezQjEREREREREXnYKDNVgJ544gkqVqzISy+9xNSpU/nwww9z3en3V76+vowYMYK33nqLZs2a0axZM1577TVWr15Nw4YN+fDDDylWrBiVK1fOc6y0tDTg9qFyuenSpUuWkgv29vY51uP9c2I4U0ZGBhMmTGDMmDFGLdZTp05Rv359evbsSfv27WnZsiXvvPOOVXxycjJ79+5l1apVvPnmmwQGBua5rrxYLBamTJnCUXcWxwABAABJREFUq6++iqOjI9u3b8/2QLzM5/95d/Vnn33G5cuX+fXXX4H/27mcWQM2IyOD8+fPM2rUqHzPZ8aMGbRu3dooF/BX/v7+9OvXj4kTJ9K+fXvgdnI/JiaGGzduMGnSJLy8vIyEN8Dx48d59913+emnn/I9DxERERERERERkYKmmssFyNbWlq+++oqLFy9SvXp1fv75Z0qWLHlHY4wZM4aTJ0+ybds2qlevzvLly3nzzTepVKkSO3bs4KuvvsrydfPspKam5vuZmYloINvavn9248YNjh8/DmDUl160aBGXLl2iV69eRj8XFxe+//57pk6dyiOPPELTpk2zJGXXrVtHYGAgqamprFixgq5du2KxWLh165Yx9p/nlh+LFy8mKiqKvn37Yjabeeutt+jUqZOxrswSFcnJyWzYsIHnn3/eiB09ejQ7duzgwIEDHDhwgHfffZcmTZoY1/v27bujmssAVatWZfLkyTRu3JjIyMhs+4wbN46zZ88ahwlu2rQJLy8vqlevzi+//MI333yDk5MTAD/99BNt2rRh2bJld10SQ0REREREREREpCDYWO5ka638Yzz11FNERkbi7u6ea7/Lly8zdepU4/CtqlWrMnbs2Cy1UTN169aNDRs28PTTT/PFF19ga2vLa6+9hqenJ6+99hpRUVF89tlnREVFsWXLFp588kkqVKjAJ598QunSpalXrx7Vq1enW7duNGjQgGeffZaLFy9y48YNli5dSrly5ahXrx5ffPEFW7ZsYfLkydy8eZNTp07la93Lli3DxsaGbt260bhxYzw9Pfn666+Jj4/H29ubxMREXn/9dT744AMKFSrEjBkz6Nu3Ly+99BInTpwwymcAxMbG8scff1C2bFnjXnp6Ojdu3OCHH37A19c3X3MC+P7773n00UcpXLhwvmOyc+bMGeLi4gpkl/efGYcDDhsBHj4FOrY8RJIT4PxRjsxYRO2yFR70bERERERERETkIZWZK4qNjc01v6jk8r9UUlISDg4ORpmKgmI2m7G3tzd2FmdKTU3F3t6e5ORkgoODeeKJJ2jfvr1RCiIjI4O9e/eydetWKlasSI8ePbh16xbx8fG4ubmRkpKCl5eXMQ7AtWvX2LZtGy1btryjRG6mQ4cO8eijj6oucT4YyeW2jcFe79e/mZODA2fmLadU4SIPeioiIiIiIiIi8pBScllE8i3zD8auY0dxdXN90NORe8jXzUOJZRERERERERHJVX6Ty9qiKCKGWmXK5VlKRUREREREREREBHSgn4iIiIiIiIiIiIjcBSWXRUREREREREREROSOqSyGiBiOnT+nmsv/YvmptxweHk5wcDCRkZH069ePGTNmYGNjk2vMunXrePnll0lNTWXWrFl07do1S/vChQvZsWOHcc9iseDl5UVsbKxx7+2332b8+PF3sTIREREREREReRCUXBYRQ6MJo8Fefxb+rZwcHDgzb3mOCWaz2UybNm1o0aIFISEhDB8+nBUrVhAcHJzjmOHh4XTv3p2FCxdSr149OnToQO3atalUqRIAW7ZsoVevXgQGBlrF/fzzz3h6ehIVFWXcK1So0N9fpIiIiIiIiIjcN8oiicj/KV0TPHwe9CzkXkhOIPn8Ua7Hx+aYXP7uu++IjY1l9uzZODs7M3XqVIYMGZJrcnnJkiU0adKEfv36ATB06FBWrlzJ5MmTiYyMZOjQoQwZMoSDBw9axR06dIj69evj6elZYEsUERERERERkftLyWUhLS2NtLQ0nJyc8ux78+ZNvLy87sOsbjObzezZs4cTJ04wcuTI+/ZcgE2bNmFnZ8fTTz+dZ98zZ85Qrlw57Oz+75+U2WwmIyPjn7Ub08kFXDwf9CzkAQkLCyMoKAhnZ2cAatSoQURERJ4xrVq1Mq7r1q3LpEmTAPDx8eHQoUNs2LAhS3L54MGDHDx4EE9PTxwcHBgwYABvv/12niU4REREREREROThcVcH+qWkpPDRRx+RkZHB9evXGTlyJEOHDuXatWsFPT+5Rz777DOjtunWrVspX748AQEBVi8bGxsaNmzIrVu3AIiLi6Ny5crs27cPgMTERC5cuMDevXtZuXIlr7/+Oi1atKB+/fpkZGQYz9qzZw+ffPJJjnMZMWKEsesx0w8//ECVKlXw8PCgd+/enD59muvXr9OgQQNcXV3x9PQ0Xra2tnzzzTc5jn/ixAlsbGxISkq6o/do586dvPrqq3n2S0lJ4cknn2Tt2rVW9/ft20etWrU4e/Ysq1evznOcl19+mRdeeCHXPuvXr2ffvn189913fPzxx3Tv3p1ffvmF7du3c+zYMb788ktWrlzJ1KlTWbRoUZ7PFPmzuLg4ypQpY1zb2NhgMpm4efNmvmPc3d25evUqAF5eXjnuTD579ixt2rQhNDSUzz77jA8++IA1a9YUzEJERERERERE5L64q53LL774IufOnaNv376MGDGC6OhoAHr16sWWLVsKdIJyb9SsWZP+/fvTuHFjWrVqxeXLl7ly5Qrjxo1jzpw5vPXWWxw9epRNmzbh4uIC3E4avf3223Tq1Imff/6Zbt26ERERQdmyZTly5Ajdu3dn1KhRlCpVCovFYjwrPT2dAQMGUKJECZ566qksc3FzcyMtLc3qXv369fn666/56aef2LRpEx988AFwuybrN998Q+PGjY2+JUqUyHXXtb29PQAODg459gkODubbb781dmxmzjs5OZmAgACrvgkJCQwfPpwJEyYAsHz5cuLi4ti7dy979+7F3d2dqVOn4uDggJubG66urrz99tskJSXRp0+fXOeZ2xwBXn/9dQYOHMjy5csZN24c9vb2LFq0CDc3N3755RfS0tJo0qQJVatWxcdH5S3kztjZ2eHo6Gh1z8nJicTExBy/sfDXmMz+efnuu++Mn8uUKcPw4cNZt24dXbp0ucvZi4iIiIiIiMj9dlfJ5U2bNhEaGorFYmHz5s1ERUURGxtL5cqVC3p+co9UrVqV6dOnWyUz/fz8sLe3p3z58tSpU4ctW7YYieVMAwYMoHLlyri4uPDVV18Z94OCgmjfvr1V0jdTo0aNeOWVV/j666+Ji4sjODgYk8lktCcmJpKRkcEnn3xCp06dWL58Oc7OzpQrV45Dhw5ZjZWRkcGNGzesdslnZGRYfZW+cePGVoeEZSauy5UrZzXWM888Y+zuTUtLY8CAAUyePJmEhASOHj1Kw4YNgdtJ5h9//JFGjRphY2NDjx49jDFjY2OZOHEi77zzDtWqVWPfvn3s3LnTmJednR3Fixfn22+/5cCBA8azDx8+TKdOnazmExMTQ1paWpZk9rJly4ykvJOTE4GBgaxcuRKLxWLMbevWrbz22ms0bNhQyTm5a97e3oSHh1vdi4+Pz/VDD29vb+MDxvz0z0mRIkW4cuXKHceJiIiIiIiIyINzV8llNzc3rl27xoULFyhXrhxubm6cOHECDw+Pgp6f3ENDhw4F4JNPPmHkyJEUL14cuJ3k/PXXX6lXrx5Xrlxh8eLFPP/880Zcw4YNOX36NL///jt2dnbY2tqSkJBAREQETk5OpKenk5KSwhNPPGEkmd566y1sbGxITU3l2rVrVjsdJ06cyPXr15k3b56RtF2xYgXz588nNjaWmJgYatSowYcffkjJkiWNeq6ZihQpYpXM+u2335g7dy7t2rUDIDIykgoVKlglnCdOnMjZs2eN6+DgYDw8PLh06RKdOnUiJSWFrVu34uvrS0REBH369MHZ2ZnXXnuN119/3djhPGTIEBo2bEhsbCxr1qzB09MTR0dHypYtS3p6OtHR0VSrVo309HSqV69O165dgdsJ65iYGGJiYow5jB8/nsuXL7NixQrjXkBAQJZd3dHR0UyePJk9e/bw+++/M3HiRH777Tdjh7bI3QoMDOSjjz4yrs+fP4/ZbMbb2zvXmP3799O3b18AQkND8ff3z/U5SUlJ1K1bl4MHDxo1yffv30/p0qULYBUiIiIiIiIicr/cVXJ5zJgxNG7cGBsbGz788EOOHz9Ohw4dGDhwYEHPT+6Bs2fPMnPmTBwcHJg+fTp2dnZ07tzZKD1hZ2dn7F7s3bs3Dg4OTJ48mTfeeAOAL774gmvXrrFt2zZMJhM2NjZcu3aNdevWsWvXLiwWC6mpqTz66KOkpaVhMpmMZLK9vT1Xrlzh6NGjtGnTxmpeJpPJ2NHcsWNHWrVqxejRo0lJSWHu3Ln4+PhYJV5zYmubv1Lif+4XFBTERx99xKRJk+jVqxfTpk1j1apVZGRk0K9fPxYtWsQvv/zC6NGjKVq0KJs3b+a3334jMTGR1157japVqzJgwACWLVvGyZMnKVu2LK+99hpz5sxh4cKFNGjQgNTU1DueY3Z9f/31V06ePMnHH39MyZIl2bhxIy1atMBisTBs2DBee+014PZu7DVr1vDEE09kGdNsNmM2m43ruLi4fM9H/r0aNmxIXFwcy5cvJzg4mKlTp9KsWTNMJhMxMTG4ublZfesAbv9bfeKJJxgxYgRlypRh/vz59OjRI9fnFCpUiKJFizJ48GCGDBnCjz/+yGeffca2bdvu5fJEREREREREpIDd1YF+o0aNIjw8nLNnzxIcHEzhwoVZuXIlEydOLODpyb3g7u5Ow4YNCQkJMUo3rFq1yjjILz093fh53bp1mEwmxo0bR0ZGBo0aNcLBwYFBgwaxfv16Pv/8c9asWUP58uWZMGECa9as4fPPP+fLL7/E09OTzz//HD8/P5ydnY16wytXrmTgwIGkpKTkOEc3Nzfc3d3ZvHkzFouF9evXExsbi5ubGyVKlKBEiRIUK1aMgIAAfH19jcQ3YFUiI7/Onj3LypUrWb9+PbNnz8bR0ZGffvqJ/fv3c+HCBV588UV2797NkSNHGDhwIP7+/hQtWpQvvviCDz74gK5du+Lt7c0LL7xA5cqVMZvNrFy5kt69ezN9+nRMJpNVXei7mWOmwMBABg4cSEJCAuXLl6ds2bK0a9eO9PR0Fi1aRFRUFAkJCfzyyy8EBQVlO8a0adPw8PAwXiVLlrzr+ci/h52dHUuWLGHo0KH4+vry1VdfMX36dOD24XwnTpzIElOzZk1GjBhBnTp18Pf3x2QyMXjw4DyftWzZMi5cuECDBg348MMPCQkJoVGjRgW+JhERERERERG5d+4quQxQqVIlozZssWLFaN68eUHNSe4xPz8/evbsSaFChXBwcMDe3p7u3bsTFRVFVFQUJpPJ+DmzLnDmDuXMn/Ord+/e3Lx5k1deecUoJTFo0CBu3bpFSEhIrrGLFy/GwcEBOzs7FixYwPHjx4mPj+fy5ctMnjyZRo0aERUVxfXr13n77beNuIyMjHzN7c/9AgIC2LZtG3Xq1CEhIYGEhARu3bqFh4cHPj4+7Nq1y+jbrVs3EhISjOslS5Zw+fJlvvrqKxYuXAjAuHHjeOyxx/jggw84d+4cs2fPzvHZdzLPTLNmzaJ+/fq4u7uzbNkyfvzxR8xms1UC28HBIcf/V+PGjSM2NtZ4Xbp0Kd/zkX+3tm3bcu7cOT7++GNOnTpFlSpVALBYLNSqVSvbmClTphAaGsq6devYt2+fUeoiU+/evY1a5JlKlSrF9u3bSU5O5vTp03Ts2PFeLEdERERERERE7qG7KouRmprKzJkz+eqrr7h8+TLff/89wcHBrF69OsuhafLwS09PZ9WqVWzevNm4zvzg4Pr161kOnsu0YMECJkyYYNRXHTp0KKmpqURHR3Pjxo0cn+fh4UFISAjVq1fPsc+ZM2eYPHkyr732GqGhoYwZM4Zdu3YZO6f/LLP0Rmby29XVlWHDhjFy5EijHbA6KC8lJYWWLVsa161btyY0NNRq7Li4OCwWC0uWLDFKU3z33XeYzWYGDBjA/PnzSU1N5c033+TXX39l586deHp6MnXqVFavXs3hw4dxdHRk1apVNGnShHPnzvH222/j7e2NxWLB3t7eak6ZB/r9OQmXmJiY5b3ZsWMHW7ZsYeLEiezbt4/x48cza9YsAHx8fHJ8T//M0dHRqu61yJ/5+fnRunXrO4qpUqWKkYgWERERERERkf+Gu0ouDx48mEOHDjFo0CDGjh2Ls7Mzjz/+OC+99JJqZv4DpaWl0b17d6uay5mH33Xq1ClLCQeLxcLAgQMpUqQIzz33nFUd5KioqBxLMfxZy5YtSUtLIyEhgXPnzlGsWDGr9ldeeYUXX3wRf39/QkND6dOnD/b29jRo0IDQ0FBsbW1JSUnB29ubxMRETp48aXywcfDgQauxsjvQ76/27t1rdX327FmqV69OkyZN8Pb2ZtWqVdmWsli/fj27du1i3759lClThoiICD7++GO+/vprypQpA0CdOnXYunUr06dPN0qB1KtXj+joaKuxsjvQLzsmk4lFixZx8+ZNMjIyeOGFF2jbti1169alUqVKucaKiIiIiIiIiIgUlLsqi7Fu3TrWr1/PSy+9ZBzC9uqrr/LTTz8V9PzkHouKirI6aO7PXnzxRb744guKFy9u3EtPT+d///sfV65coUiRIvl6RlJSEj/99BOnTp2y2okbGhqKm5sbmzZton379lYx06dP57XXXiMjI8PY5Quwfft2bt26xYIFC2jfvj03btwgOTm5QHfMJycn06dPH/r06cP69es5efIkffv2zbZGdJcuXWjXrh1JSUlER0ezbds2Tp06RdGiRRkyZAgAhw4dYsiQIXz66af4+fn9rbllZGTQsGFD2rVrxyOPPELz5s1JTU3l999/JyEhId87l0VERERERERERP6uu0oulyxZkt27dxvXNjY2nDx50tipKQ83i8XC22+/ja2tLU2bNuXTTz/Fy8uL8PBwLl68yKxZs7hy5QodO3Zk5cqV3Lx5k+joaFJTU4mIiMDd3Z3PP/8cW1tb1q5daxywV6JECerXr2/1rN9//53GjRtjY2ND4cKFqVy5Mm+88QZbt27Fzc2N/fv3c+TIEXx8fDh8+DCbNm3CYrFQuXJlChcuTEZGBunp6cDtcix/LYmRuR6z2ZzjejPj81PnODQ0lCZNmuDo6MjMmTNxcXFh27ZthIaGEhQUZJQOyXTkyBEmTpyIyWSiUKFCvPHGG5w4ccL4N/Lxxx/z2GOPUaRIEYYNG5brs9PT0/Oco4+PD506dSIgIIAuXbowfvx4ypcvz0svvUTv3r2Nfqmpqca6RURERERERERE7oW7KosxY8YM2rVrx+LFi0lMTGT06NH8+OOPfPLJJwU9P7kHtm3bxsqVK4mIiMDOzo6vv/6ab7/9luDgYK5du0ZiYiJvvPGGkei0t7fn0qVL2Nvbs3LlSh5//HEKFSpEamoqzz//fJayGLVr1zaud+7cibu7Oxs3bsTOzo59+/YxZ84cPv30U/744w+Sk5Otdk43a9aMZ555xrhOTU012p999ln27NmDvb09FosFi8WCp6cnqamppKSkkJSUhJ1d1l/p+Ph44Had5T8fePdnn3zyCZ988gm7d+9m2LBhTJ061ahJXLhwYQ4cOMCkSZNo164dhQsXZsaMGXTt2pUhQ4YwYcIEoxxF586d2bJlCzVr1uSdd95h5cqV9OrVi6VLl/LYY48RFRVlVWf5r/PMbnf0n+3YsSPLvaioKFq0aMGGDRuA20n0+Ph4YmJi7nwnc/ItuBVzZzHyz5CckHcfEREREREREZE7YGOxWCx3ExgZGcnnn3/O5cuXKVGiBF26dKFs2bIFPT+5R2JjY/Hw8Lgvz0pNTTXKWjysIiIieO+99xg5ciQVK1bMsV9MTAxr166lTZs2+Pn5ce3aNQoXLozJZAJul9TIKYF969YtXFxc7sn809PTjTncjbi4uNu/D20bg/1dfeYk/wBODg6cmbecUoXzV9JGRERERERERP6bMnNFsbGxuLu759jvrpPLIvLvkfkHY9exo7i6uT7o6cg94uvmocSyiIiIiIiIiOQpv8nlu9qiuHnzZurVq4eXl9ddT1BEHj61ypTL9Q+GiIiIiIiIiIhIprs60G/gwIEcPny4oOciIiL/cJGRkYSGhupASREREREREZH/gLtKLg8fPpy5c+eSlpZW0PMREZECFB4eTmBgIF5eXowdO5b8VEJat24dpUuXpnjx4qxevTrb9iZNmljdy8jI4Pnnn6dhw4a0a9eOatWq8fvvvxfYOkRERERERETk4XNXZTF8fHy4efMmjz32GAMHDrQ6pOzFF18ssMmJyP117Pw51Vz+h8hP/WSz2UybNm1o0aIFISEhDB8+nBUrVhAcHJxjTHh4ON27d2fhwoXUq1ePDh06ULt2bSpVqgTAli1b6NWrF4GBgVZxn3zyCdeuXePChQuYTCaaN2/OokWLmDhx4t9eq4iIiIiIiIg8nO7qQL+/7lgzBrOxYfv27X97UiJyf2UWaadtY7C/q8+c5D5zcnDgzLzluSaYN2zYQJ8+fbh8+TLOzs6EhYUxZMgQ9uzZk2PMyJEjOX36NJs3bwZg3rx5REdHM3nyZCIjI2nVqhXt27fn4MGD7Ny504j77rvvKFasGLVq1QJg9OjRpKamsmDBggJZr4iIiIiIiIjcP/f0QL8dO3bc9cRE/gsSExNxdna+69izZ88aSbq8/Pzzz4SEhPDGG2/c1fOslK4JHj5/fxy5t5ITSD5/lOvxsbkml8PCwggKCjJ+F2vUqEFERESuQ4eFhdGqVSvjum7dukyaNAm4/a2VQ4cOsWHDBg4ePGgV9+eYqKgo1q5dy4oVK+50ZSIiIiIiIiLyD6ItiiL3wIwZM1izZg2nTp3KV/+5c+fi4ODA4MGD2bdvH126dOHKlSs4OjrmGevu7s6kSZNo06ZNvhPSOXJyARfPvzeGPDTi4uIoU6aMcW1jY4PJZOLmzZt4eXnlK8bd3Z2rV68C5BjzZxMmTOCdd96hT58+NG3a9G+uQEREREREREQeZnd1oJ+trS0mkynbl4iAg4MDpUqVylfftLQ0Zs+eTenSpQFo1qwZxYsXZ+XKlVn6JiYmEhAQYPWqV68eFouFpk2bZmlTmZr/Njs7uywfUDg5OZGYmJjvmLz6/9Urr7zCihUrWLNmDV9//fWdT1pERERERERE/jHuaufy+fPnjZ8TExM5fPgwM2fO5PXXXy+wiYn8k9nY2ODqmr+D8ebOnYu/vz+tW7c27k2ePJnhw4fTo0cPnJycjPt2dnZcuHCB8+fPExAQkOu4AQEBpKWl3dX85d/B29ub8PBwq3vx8fE4ODjkGhMdHZ3v/n/l6upKt27dOHPmDMuWLaNNmzZ3PnERERERERER+Ue4q53LpUuXNl6PPPIIPXv25IcffmDOnDkFPT+Rf4zChQvj4uKCp6cnkyZN4ssvv8TOzg47OztsbW3p0KFDlpgLFy7w9ttvZzn0rG3btlSsWJFx48ZZ3bdYLLz66qsUKlQIs9mc7TwyMjJITk7m1VdfpWzZsgW3QPnHCQwMZP/+/cb1+fPnMZvNeHt75zsmNDQUf3//PJ/16quvWtXjd3Bw0LdZRERERERERP7l7iq5nJ1ChQpx7dq1ghpO5B/n6tWr3Lp1i5iYGF566SWGDh1KWloaaWlpDBo0iBIlSlj1N5vNPP/88/Tq1Ys6deoQHR1NZGSk0b58+XI+/fRT5s2bZ9xzdHTknXfeYdmyZfj4+ODl5YWNjQ0eHh74+voar+eee45BgwZRvnz5bOdqNpuJi4uzesm/T8OGDYmLi2P58uUATJ06lWbNmmEymYiJiSE9PT1LTMeOHQkJCeHEiRMkJCQwf/58WrRokeezSpYsyUsvvcThw4cJDQ3lww8/5Pnnny/wNYmIiIiIiIjIw+OukstNmjThqaeeMl6NGzembNmyNGjQoKDnJ/KPkJaWxrBhw7hw4QIAV65csdrtefPmTZKTk3n55ZcBSElJoXv37pjNZmbMmAHAihUraN68OampqQD4+/uzZs0axo0bx6hRo6xKXIwbN47Lly/ToEEDXnnlFf744w+uX7/OgQMHqFOnDqtWrcp1vtOmTcPDw8N4lSxZskDfD3k42NnZsWTJEoYOHYqvry9fffUV06dPB24fznfixIksMTVr1mTEiBHUqVMHf39/TCYTgwcPzvNZQ4YMoV27drRs2ZJnn32WUaNG8cILLxT4mkRERERERETk4WFjsVgsdxr08ccfWw9iY4O/vz9PPfUUNjY2BTY5kX+KFStWMGzYMM6dO0eRIkWoUqUKU6dOpV27dgC0atWK+vXrM3v2bD7++GMqVKhA165d+frrrylVqhSpqalUrFiR6dOn07lzZ6uxf/jhB86ePcugQYOsnjd8+HDS0tIoU6YMGRkZpKamYrFYiImJoXjx4mzduhU/P79s52s2m63KasTFxd1OMI/9H3hnHyMPkVsxcGo3R2YsonbZCnl2v3btGkeOHCEoKAgfH598PSIiIoIrV67QqFGjO6q5LCIiIiIiIiL/fHFxcXh4eBAbG4u7u3uO/e4quSwi/yctLY3KlSvz4osvMmHCBH799VdKlCjB1atXKVq0KAD169fnpZde4syZM+zatYt9+/aRkZGBre3tLw8sXbqUpUuXsm/fPuB2bdyLFy/SqFGjbJ955coVTp8+jZeXF+7u7lSrVo39+/fz6KOPAvDpp5/yxBNPUKZMmXytIfMPhpLL/xB3mFwWEREREREREbkT+U0u31VZjBkzZhhf3c+0ffv2HBNhIv9mERERWCwWRo8eDcCCBQt4/PHHjcQy3C6L4eHhQf/+/Tlw4ABHjhwxEssJCQm8+eabzJo1y+h/6NAhunXrlmMt5GbNmtGtWzc6dOhAs2bNMJvNPPvsswQEBFCyZEmGDBlCfHz8PVy1iIiIiIiIiIj819ndTdC4ceMYOHAg9vb2xr0qVapw4MCBApuYyD9FjRo1OHPmDHZ2dpw6dYoFCxawceNGqz43btzAw8ODsmXL8tVXX1GtWjWj7bXXXqNhw4bUr18fAIvFQqNGjShbtiyvvvoq77//fpZnnjp1yuraycmJLVu2WI0rIiIiIiIiIiJyL91Rcnn37t3A7eTX3r17cXFxMa6///57KleuXPAzFPkHsLOz48iRI3Tq1InevXvTpEkTo+3atWtER0dTqlQpANq0aWO0/e9//2PhwoU8/vjj1KtXj2vXrvH7779TtGhRypUrx7Jly+jbty916tQBbpfgSE1NxcnJKc/65mazGYvFgpOT0z1YsYiIiIiIiIiI/NfdUXK5V69ewO0D/AYOHGh8rd/W1pby5cvzySefFPwMRR5yMTExvPHGGyxevJhBgwYxe/ZsAI4ePcpbb73F8ePHefzxxylfvnyWWH9/f7p27cpjjz1G5cqVKV++PGXKlDEOUBsyZAjz5s1j5cqVAGzcuJGBAwfi5ORk/PsD8PPz49lnn7Ua22w289xzz/HBBx/kfzHJt27X85WHW3LCg56BiIiIiIiIiMjdHehna2tLTExMrsWcRf4rMjIyePPNN6lduzbt27c37qelpfH6669Tp04d2rRpc1c7iOPi4ihUqJBVCZp7wTjQr21jsL+rajlynzk5OHBm3nJKFS7yoKciIiIiIiIiIv8y+T3Q766Sy61ateKLL76gUKFCf2uSIvJwyPyDsevYUVzdXB/0dCQffN08lFgWERERERERkXviniaXc5KSkmJ8nV9E/jny+wdDRERERERERET+/fKbK7qr779fu3aNyZMnc+bMGdLT04Hbh/qdOnWKa9eu3d2MRUREREREREREROQfwzbvLln17NmTGzdu4OzsTKFChXj++ec5c+YMgwcPLuj5iYhIDsLDwwkMDMTLy4uxY8eSny+irFu3jtKlS1O8eHFWr16dbXuTJk2s7qWnpzNo0CDc3d1xdnamf//+pKWlFdg6REREREREROSf6a52Lh84cIDIyEh+/vln/ve//zFo0CACAgJ4++23mTBhQkHPUUTuk2Pnz6nm8kMir5rKZrOZNm3a0KJFC0JCQhg+fDgrVqwgODg4x5jw8HC6d+/OwoULqVevHh06dKB27dpUqlQJgC1bttCrVy8CAwOt4t555x1CQ0M5cOAAKSkpPP3009StW5f+/fsXzGJFRERERERE5B/prpLL/v7+fP/993Tu3JmIiAiSkpKoVq0aJ06cKOj5ich91GjCaLC/qz8LUsCcHBw4M295jgnm7777jtjYWGbPno2zszNTp05lyJAhuSaXlyxZQpMmTejXrx8AQ4cOZeXKlUyePJnIyEiGDh3KkCFDOHjwoFXc9evX+eyzzyhbtixw+1DX0NDQAlqpiIiIiIiIiPxT3VUWafr06XTt2pWWLVvSpk0b6tSpg8VioUGDBgU9PxG5n0rXBA+fBz0LSU4g+fxRrsfH5phcDgsLIygoCGdnZwBq1KhBRERErsOGhYXRqlUr47pu3bpMmjQJAB8fHw4dOsSGDRuyJJfnzJljdX3mzBleeOGFO16WiIiIiIiIiPy73FVy+bnnnuPq1au4urqyePFiPvvsM+Lj4+nVq1dBz0/kvitZsiRxcXHY29tn256eno69vT2///47ADt27KB58+aUKFEixzEvX77MDz/8QKNGjXJ9drly5Zg/fz6tW7fOsY+trS2urq7Y2uZcMt1isZCWlsbq1atp27Ztrs+04uQCLp757y8PTFxcHGXKlDGubWxsMJlM3Lx5Ey8vr3zFuLu7c/XqVYAcY/5qx44dhIeH8/XXX/+N2YuIiIiIiIjIv8Fdf//d09MTgJSUFHr27AmQa7JL5J/C1taWr776isaNG2fbfvr0aZ5++mnj2sHBgRIlShAVFZXjmAEBATg5OeX5bHt7exwcHHLt4+TkxPHjxwkICMhzPPn3srOzw9HR0eqek5MTiYmJOSaK/xqT2T+/bt26Rf/+/XnzzTcpXLjw3U1cRERERERERP417iobHB8fz4ABAyhatCjOzs6Eh4dTokQJjhw5UtDzE7nvbG1tee655/D19c32Vb9+fZKTk43+f03w5cTGxibPPnZ2dnn2+/OHON999x23bt2yap80aRKvvfYaGRkZ+ZqX/DN5e3sTHR1tdS8+Pj7XDyf+GpNX/78aOnQopUqV4uWXX77zCYuIiIiIiIjIv85dJZeDg4OJiori448/xsXFBQ8PD0aNGsWQIUMKen4i913mzuXr168br6CgIN59912uX7/OzZs3jZIYmS5fvkxAQECOr8uXL1slpDMlJCSwatWqbHePrlq1KtuYTGazmQkTJvDYY48RFhYGwKVLl5gxYwaVKlXSNwn+5QIDA9m/f79xff78ecxmM97e3vmOCQ0Nxd/fP1/PW7RoEd9//z2rV6/W75aIiIiIiIiIAHeZXN62bRtLly6lZcuW2NraYmNjQ69evTh58mRBz0/kvktPT8+zj8ViwWw2G9eZZTEyX9WqVWPGjBnGdVpaGg0bNswyzg8//MCgQYOy7FbOyMhgypQpvPfeeznOwdHRkX379tGhQwcaNGjAunXr6NGjB+3atSM4ODjX+ZvNZuLi4qxe8s/SsGFD4uLiWL58OQBTp06lWbNmmEwmYmJisv097tixIyEhIZw4cYKEhATmz59PixYt8nzWjh07GD16tPGBYkJCAklJSQW+JhERERERERH5Z7mr5HLlypVZsWIFcPur/jY2NuzevZuqVasW5NxEHoikpCTatWtnVQrj+++/Z9iwYca1q6srLi4uxMTEZDtGiRIluHz5snFtsVhITk7GYrFY9fviiy/o1KkThQoVsrpva2vL5MmTmTZtWq6JX3t7e6ZOncqyZcvo3r07R48eZcGCBXmucdq0aXh4eBivkiVL5hkjDxc7OzuWLFnC0KFD8fX15auvvmL69OnA7cP5Tpw4kSWmZs2ajBgxgjp16uDv74/JZGLw4MF5Pmv+/PmYzWaaN2+Om5sbbm5utGrVqsDXJCIiIiIiIiL/LDaWv2a78uHQoUM888wzODg48Pvvv1OnTh0uXrzIxo0beeyxx+7FPEXuC4vFgoODA8eOHbP6sOTZZ5+lU6dO9O7dO0vM4cOHqVevntUhamazmZSUFNzc3IDbO5GTkpK4fPkyPj4+wO2SGMWKFePrr782Dg+sVq0ac+fOpVmzZsDtMgZt2rRhwoQJxtiurq6Eh4dbHej36aefMmzYMCwWC+3atWPJkiXY2eV8XqfZbLbaeR0XF3c7wTz2f+Dtl/83TO6NWzFwajdHZiyidtkKuXa9du0aR44cISgoyPjdyktERARXrlyhUaNGd1RzWURERERERET+G+Li4vDw8CA2NhZ3d/cc++WcffqLI0eOUKpUKQoXLkxgYCCRkZF8++23XL58mRIlStC6dWs8PDwKZPIiD0pUVBTp6emUK1fujuJKlixJVFSUcR0aGkqXLl04c+ZMjjGrVq2iSJEiNGrUKMc+o0aNYvjw4YwZMwZnZ+ds+3z55ZeMGjWKzZs34+zsTPPmzenWrRshISE51sZ1dHTM90GE8nDz8/OjdevWdxRTpUoVqlSpco9mJCIiIiIiIiL/Ffkui9G6dWtu3LgB3E5M2NnZ0a1bN1555RW6deumxLL8Kxw8eJBq1arh5OREuXLl8Pf3JyAggPDwcCZOnEhAQAD+/v4ULlw413EeffRRUlNT2bVrV7btqampvPPOO/Tr1y9LveU/69SpEw4ODuzevTtLW1xcHKNGjWLgwIF89dVX1KtXj+rVq7N9+3a2bdvG5MmT72zxIiIiIiIiIiIidyDfO5fj4+ONr/2fPn2ajIyMezYpkQdly5YtPP3008Dt3b3ffvstlStXtupz+vRpmjdvblxn/luwWCysWbOG1NRUevbsydtvv83QoUPZt28fbm5u/PHHH6SlpVG0aFFsbGyYPHlynjtOHRwcOHnypFXJjUzLly9n+/bt7N27l/Llyxv3q1Spwrp167LMW0REREREREREpCDlO7ncpEkTWrduTfXq1QEYNGhQtrU6ly1bVnCzE7mPjh8/zqpVqzh06BBwO1ncuHHjLLWL09LSrO5FRUURExNDnTp1MJvNzJkzB4Du3bvz7bff0qRJEz777DN+/PFHpkyZwi+//IKdnR3du3fPMof09PQsO5n/mljOTGaPGDGCYcOGZVv64qmnnrqLd0BERERERERERCT/8p1cDgkJYcWKFfzxxx/Y2NhQsmRJnJyc7uXcRO4rb29vRowYQY0aNQBISUlh586d2e5cbtCggXH9ww8/4OrqytixY3nhhResksMrV65k1KhRVKtWjfT0dGbNmpXts7/55hsWLVpEZGQkpUqVynWeycnJNGjQINcD++B2ErpJkyZ8/PHHufazHvzW7cPk5MFKTnjQMxARERERERERyZONxWKx3GmQra0tMTExuZ4UKPJPFxcXh6ura46H4v25n62tLa6urjn2uXHjBtevX6dixYrZtl+8eJEVK1bQuHFjGjZs+LfmnSkjI4P09HTs7e3z7Jt5AihtG4N9vj9zknvIycGBM/OWU6pwkQc9FRERERERERH5j8nMFcXGxuaaA76r5PKaNWvo1KkTJpPpb01SRB4OmX8wdh07iqtbzklyuX983TyUWBYRERERERGRB+KeJpdF5N8lv38wRERERERERETk3y+/uaLcv+8vIiIiIiIiIiIiIpINJZdFRB4y4eHhBAYG4uXlxdixY8nPF0zWrVtH6dKlKV68OKtXr862vUmTJjnG5tQmIiIiIiIiIpITndwlIoZj58+p5vI9llctZbPZTJs2bWjRogUhISEMHz6cFStWEBwcnGNMeHg43bt3Z+HChdSrV48OHTpQu3ZtKlWqBMCWLVvo1asXgYGBWWJzaxMRERERERERyY1qLouIUUeHto3BXp853UtODg6cmbc8xwTzhg0b6NOnD5cvX8bZ2ZmwsDCGDBnCnj17chxz5MiRnD59ms2bNwMwb948oqOjmTx5MpGRkbRq1Yr27dtz8OBBdu7cacTl1iYiIiIiIiIi/135rbmsLJLIQyQjI4N9+/ZRsWJFihTJeXdrTmJiYkhOTsbPz+/uJlC6Jnj43F2s5C05geTzR7keH5tjcjksLIygoCCcnZ0BqFGjBhEREbkOGxYWRqtWrYzrunXrMmnSJAB8fHw4dOgQGzZs4ODBg1ZxubWJiIiIiIiIiORFyWWRB8RisZCSkoKjo6Nxz9bWlhdffJFhw4YxatSoHPsOGDCAxo0b061bNwCSkpIoVKgQX3/9NcuWLWPHjh13NyknF3DxvOs1yd8XFxdHmTJljGsbGxtMJhM3b97Ey8srXzHu7u5cvXoVIMeYvNpERERERERERPKi5LLIA3L58mUee+wxChUqhI2NjVXbvHnzmDdvnnGdkZGBu7s74eHhREZG8uWXX/LWW2+Rnp5Oeno6Cxcu5PTp0zRt2pTixYvf76VIAbKzs7P6wAHAycmJxMTEHJPBf43J7C8iIiIiIiIici8puSzygJQsWZLff//9juPGjBmDnZ0d9evXJz09nREjRrB9+3ZcXV359ttvOXPmDDNnziQ1NZXOnTtTvnz5ezB7uVe8vb0JDw+3uhcfH4+Dg0OuMdHR0fnuLyIiIiIiIiJSEGwf9AREBEwmE4888gjVqlWzevn7+9O/f3+j35IlS7h06RIXLlwgKiqKS5cu0alTJ/bs2UO7du3w9PTE1dWVEiVKULJkSQoVKvQAVyV3IzAwkP379xvX58+fx2w24+3tne+Y0NBQ/P397+k8RURERERERES0c1nkIeDo6Mj//vc/3NzcrO5v2bLFqmRGpUqVSE1NpWLFitjb22NnZ8fo0aPp2LEj3bp1IzExkZSUFLp27Zrr88xmM2az2biOi4sr2AXJXWvYsCFxcXEsX76c4OBgpk6dSrNmzTCZTMTExODm5obJZLKK6dixI0888QQjRoygTJkyzJ8/nx49ejygFYiIiIiIiIjIf4WSyyIPgTlz5nDr1i1u3bpldb9mzZo88sgjxvWTTz7J8ePHadmyJa+99hqNGzcGoF+/fgAkJiZiZ5f3P+tp06bx1ltvFdwCpMDY2dmxZMkSunbtytixY7G1tWXnzp3A7QP4QkNDqVWrllVMzZo1GTFiBHXq1MHJyYkKFSowePDg+z95EREREREREflPsbFYLJYHPQmR/6qXXnqJvXv35qtvu3btmDRpEikpKbRr145XXnmFoKAgXn/9ddauXQtAQkICaWlpeHp6kp6ezmOPPcY333yTZazsdi6XLFkSxv4PvP0KZnGS1a0YOLWbIzMWUbtshVy7Xrt2jSNHjhAUFISPj0++ho+IiODKlSs0atRINZdFRERERERE5K7FxcXh4eFBbGws7u7uOfbTzmWRB+jXX39l/PjxdOnSJdd+7777Lr/88gsRERE0b96cmJgYQkNDsbGx4fPPP6dTp07Y2toyfPhwjh8/zvr163Fzc8Pe3j7b8RwdHXF0dLwXS5IC4ufnR+vWre8opkqVKlSpUuUezUhERERERERExJqSyyIPkK3t/52p+fjjjxMXF4eTkxMAMTExVK9enS+//NLoW61aNX799dcsZTEA/vjjDyIiImjQoAHbtm3j9ddfv69rERERERERERGR/xbbvLuIyP3g5ubGunXrOHz4MIcPH+bdd9/NcecxQHp6OiNGjODAgQMAjBs3jueee465c+cyffp0zp49e7+mLiIiIiIiIiIi/0HauSzyAGVkZBg/Fy9enB49eli1Z+5MzsjIwMbGxrhvNpsZNGgQZcqUoUSJEsyaNYtvv/2WY8eOUbhwYV566SXatGnDjh07KF68+H1Zi4iIiIiIiIiI/LcouSzyAP35UL3ly5dn22fhwoUsX76cKVOmALd3LJ87d462bdvy5ptvMmDAAI4ePcqOHTsoXLgwANOmTePkyZM8/vjjnDx5EhcXl/xNKPnW7UPn5N5ITnjQMxARERERERERKTA2FovF8qAnISI5S0lJwd7e3mrn8qVLlyhZsiQWi4X33nuP7t274+3tnSVu//79NGrUKM9nZJ4AStvGYK/PnO4lJwcHzsxbTqnCRR70VEREREREREREspWZK4qNjcXd3T3Hfkoui4jxB2PXsaO4urk+6On8q/m6eSixLCIiIiIiIiIPtfwml7VFUUQMtcqUy/UPhoiIiIiIiIiISCbbBz0BEREREREREREREfnnUXJZROQBCw8PJzAwEC8vL8aOHUt+qhWtW7eO0qVLU7x4cVavXp1te5MmTXKMzalNRERERERERCS/VBZDRAzHzp9TzeUClleNZbPZTJs2bWjRogUhISEMHz6cFStWEBwcnGNMeHg43bt3Z+HChdSrV48OHTpQu3ZtKlWqBMCWLVvo1asXgYGBWWJzaxMRERERERERuRM60E9EjCLttG0M9vrMqSA5OThwZt7yHBPMGzZsoE+fPly+fBlnZ2fCwsIYMmQIe/bsyXHMkSNHcvr0aTZv3gzAvHnziI6OZvLkyURGRtKqVSvat2/PwYMH2blzpxGXW5uIiIiIiIiISCYd6CcPtfj4eJo3b87q1aspU6ZMrn0HDhzISy+9xKOPPgrAb7/9xvjx4/noo4/ux1Tvu5s3b+Lk5EShQoXy7JuYmIiTkxO2tgVU4aZ0TfDwKZixBJITSD5/lOvxsTkml8PCwggKCsLZ2RmAGjVqEBERkeuwYWFhtGrVyriuW7cukyZNAsDHx4dDhw6xYcMGDh48aBWXW5uIiIiIiIiIyJ1Sclnui9TUVOzs7LCxsQFg586d/Pzzz5QqVSpL35SUFBwcHAA4ceIEK1as4M033zTaixYtSkREBD///DMVKlTI9nnbtm3jmWeeoXjx4lnaYmJi6N27N3Pnzs3SlpycjIODQ7bJ2oyMDFJSUnB0dDTWAbB9+3YqVqxIiRIlrPpPmzaN0NBQPv/882znePnyZapVq0ZMTAwAK1as4JlnnuGLL75gypQpHDlyhA0bNjBgwAAj5sSJE0ycOJE1a9aQmJhI5cqVsbe3t5rPtWvX8PLyYufOnUaZhHxzcgEXzzuLkb8lLi7O6gMWGxsbTCYTN2/exMvLK18x7u7uXL16FSDHmLzaRERERERERETulA70k/ti4MCBuLm54evri6+vLx07diQpKYmiRYsa93x9ffH09MTFxYXr168D8Omnn9K5c2dWrVpFsWLFKFmyJKVLl+bKlSs0a9aM0qVLU6JECYoVK8alS5eM5zk6OlKlShWioqKyvEaOHGkkr//s1q1beHh44OnpiaenJ46Ojjg5ORnXXl5eeHt7c/bsWau4w4cPU6NGDebNm2d139HREXt7+xzfEycnJ6t5DBkyhOjoaGJjY6lfvz62trZMnjzZaod2uXLliIiI4K233jISiufPn+epp57iq6++YsaMGfj6+rJ9+/Y7TyzLA2FnZ4ejo6PVPScnJxITE/Mdk1d/EREREREREZF7QTuX5b5YunQpS5cuBeDcuXNUrVqVzZs307Bhwxxjbt26xUcffcTo0aMZPXo0Y8aMybFvRkaG1W5jO7vcf7WzKzXu4uKC2Ww2rgcNGkSRIkV46623ch3rlVdeoWHDhoSHhzNr1ixmzZqFg4MDcXFxpKSkEBAQQEZGBiaTifPnzxtxtra2xpyPHj1KsWLFqFq1Ku+99x6VK1fG19eXxYsXEx4eTlpaGnZ2djg7O/Phhx9y4sQJq3GefPJJnnzySYoUKcKOHTty3NEtDx9vb2/Cw8Ot7sXHx2f7AcifY6Kjo/PdX0RERERERETkXlByWe67UaNGUbp06VwTywCzZ88mLi4OuJ1ADQ4OZs+ePTg5OWEymbBYLKSnp3Pr1i0WLVpkVYM2OTmZiIgIAgICsowbExNDr1698pxnWlpangm7H374gZs3b9KpUyeCgoJIS0tj5MiRmEwm5s6dy+HDh/n000+xWCxWiWt/f38yMjKIjo6mWLFi1K9fn3PnzuHi4kJiYiKurq7Mnz8fi8VCYmIiLVu2pFq1agA0bNiQhg0bcvHiRSpUqGAkktPT08nIyKB9+/bExMTw3HPPsXDhwjzXKQ9WYGCg1e708+fPYzab8fb2zjVm//799O3bF4DQ0FD8/f3v+VxFRERERERERP5MyWW5r+bOncvXX39NiRIlsiR+k5OTcXJyIioqisjISN599126dOlitC9fvjzfz2nSpAkpKSl3NLfU1FSrMhbp6em4urpm6Wc2m7G1tcXe3h5HR0fGjh3L4sWL+eSTT/Dz88t2bBsbG5ycnIzr06dPExcXR+3atTl16hR2dnaYTCbOnTtHx44dOX78eJZSCQD9+/fH3t6e/v37U7RoUcqUKWPsem3cuDGTJ0+mQYMGrFixgrCwsBzXajabrZLdmUl8uf8aNmxIXFwcy5cvJzg4mKlTp9KsWTNMJhMxMTG4ublhMpmsYjp27MgTTzzBiBEjKFOmDPPnz6dHjx4PaAUiIiIiIiIi8l+l5LLcN+vXr2fs2LEA7N+/P8sBeDt37uSll14C4OrVq7z00ks4Ozsb7T179mTHjh1WB+6lp6eTlJTEkiVLePbZZ5k8eTKzZs3Czc0NGxsb4uLi8PDwyHY+SUlJPProo2zevJk//viDgIAAHBwcjMPx4uLiWL9+PWPGjMHFxcUotZGcnMycOXPo378/DRo04Pjx43zyySccOnSInj174u7ujq2tLTdu3MDBwYGAgAAsFgsJCQkMGDCAadOm4ebmRnp6OmazmVdeeYUGDRrw4osvMnv2bC5cuEDRokWNeb7//vt07doVgAYNGvDRRx9x6dIl/P39OXfunJGkv3btGs8//zyOjo4kJCTQu3fvHP9fTJs2Lc9yH3J/2NnZsWTJErp27crYsWOxtbVl586dwO0D+EJDQ6lVq5ZVTM2aNRkxYgR16tTBycmJChUqMHjw4Ps/eRERERERERH5T7OxZFd8VqSAvf/++4wcOZLZs2czdOhQSpQokWU3ZnJyMp6enpw+fdq4N3HiROzs7Bg/fvwdP3P//v10796dX3755a7mXKpUKbZs2cKgQYOMHcG5SUpKolChQgCcOnWKGjVqcOrUKcqXL2/V79atWyxdupRVq1Zx7NgxXn/9dYYNG8bZs2dp2LAhzZs355tvvuHatWuULVuWK1eu4OXlZcT36NGDHj16UK9ePerXr2+8X3/duRweHs67776b7Vyz27lcsmRJGPs/8M5+97XchVsxcGo3R2YsonbZ3OtgX7t2jSNHjhAUFISPj0++ho+IiODKlSs0atRINZdFREREREREpMBkbtiMjY3F3d09x37auSz33NWrV/nss8/48ssvefrppxk6dGiOO5cHDhyY4zizZ8/ms88+y7Zt9erVWQ6x2759e54J4ZwcOXIEi8XCI488kq/+u3fvZsqUKWzZsgW4nUzv378/5cuX59KlS/j4+Bi7sO3t7Vm5ciXdunXjwoULTJgwgRs3btCzZ0+WLl3KsGHDOHPmDOvWraN169ZWieU/S09Pv+udy46OjtmW3ZAHx8/Pj9atW99RTJUqVahSpco9mpGIiIiIiIiISO6UXJZ7rnjx4vz444/A7UPyAOrXr5/jzuWcREdH8+yzzzJx4kSr+9WqVSO7DfjHjh1jx44d+Pr6Wt03m81UqFCBo0eP5visyZMn07Nnz9yWZUhJSWHgwIGMGzcOgKioKL7++mtCQ0MB+N///ofJZGLFihUAODg4cOjQIWJiYpg+fTrXrl2jbdu2PP300/To0YNffvmFXr16cfbsWfbv35/jc9PS0ihXrly2O5ffe+89Lly4kK/5i4iIiIiIiIiI3A3bBz0B+W/av38/UVFRVq+QkJAs/f6cNM6ss5yd7NrWrl3L9evXs7xGjx6dpYbtn02bNo0DBw4wZsyYbNu/++479u3bZ1xPnjwZHx8fevbsSVpaGr1792bWrFlGonzOnDls376dVatWZTteeno6TzzxBHPnzgWgbt26HDx4kGLFilG8ePFsY6KiokhNTc227aOPPmLUqFH4+/vnuEYREREREREREZG/S8llua/S09OzvR8aGsqPP/6Ivb291X2z2UxGRgYAGRkZzJ49mxIlSli9zpw5Y/TJyZkzZzh58iSHDx9m/fr1BAYGZumTkpLCyy+/zKRJk1izZg3e3t7A7QPXfv75Z6PfkiVLjETx1q1bmTZtmpEYfv755zl06BCffvopTz31FI899hhBQUHExsYyePBgoqKiAIiPj+fAgQPY2tri7+/Pu+++y44dO2jXrh1du3Zl9uzZODs7U716dWbPns2ZM2cA+Oabb9i9ezdTp06lT58+1KhRgyNHjnD+/HkGDBiAm5sbtWrVYtasWdSuXZtTp07l8X9ERERERERERETk7qgshtxXycnJ2d5fuXIlq1evZsKECVb3//jjDyPhbDabGT16dLZlMXIaN9OHH37IvHnz8PPzo27dunTt2tWq/dixY7zwwguYzWZ27dpF3bp1jbb27dszZMgQ+vfvD4CLiws//PADAOfPnyc4OJjHHnsMgA4dOvD4449TpkwZihcvTuHChSlcuDAeHh7079+fQ4cOERAQwPnz52nTpg0DBgwAYMuWLbzwwgv07duXDz74AD8/P4YMGcKSJUtYtGgRderUwdvbm/79+7NlyxaqV6/Ojz/+yLp16xg9ejQXL14kISGBlJQUI4Fva2vL2rVr8103GoDkW7cPoZOCkZzwoGcgIiIiIiIiInLP2FiyK1Yrcp9lZGTkWvbi70pLS8PW1jbHZ1gsFt5//3169eqFi4vLPZvHnyUlJVGoUCHjOiEhAVdX11xjYmNj8fDwKPC5ZJ4AStvGYK/PnAqSk4MDZ+Ytp1ThIg96KiIiIiIiIiIi+ZKZK4qNjcXd3T3Hfkoui4jxB2PXsaO4uuWe4JY74+vmocSyiIiIiIiIiPyj5De5rC2KImKoVaZcrn8wREREREREREREMulAPxERERERERERERG5Y0oui4iIiIiIiIiIiMgdU1kMETEcO39ONZcLWH5qLoeHhxMcHExkZCT9+vVjxowZ2NjY5Bqzbt06Xn75ZVJTU5k1axZdu3bN0r5w4UJ27NiRbWxObSIiIiIiIiIi+aXksogYGk0YDfb6s1CQnBwcODNveY4JZrPZTJs2bWjRogUhISEMHz6cFStWEBwcnOOY4eHhdO/enYULF1KvXj06dOhA7dq1qVSpEgBbtmyhV69eBAYGZonNrU1ERERERERE5E4oiyTy/1kslmx3iy5YsIDevXvj5uZ2T5+/f/9+4uPjefrpp+/pc3JVuiZ4+Dy45//bJCeQfP4o1+Njc0wuf/fdd8TGxjJ79mycnZ2ZOnUqQ4YMyTW5vGTJEpo0aUK/fv0AGDp0KCtXrmTy5MlERkYydOhQhgwZwsGDB63icmsTEREREREREblTSi7LP0JwcDAtWrSgS5cuxj1bW1tOnDhB1apV84y3s7MjLCyMqlWr5phEHjRoEOnp6cyZMwdX1/8rDREaGsq5c+eYO3dujuM3btyYmJgYPD09s7QlJydz9epVLl68mOscFy9ezJkzZ/JMLptMJiIiIoxdqgB9+/bF09OTWbNm5RqbJycXcPH8e2PIHQkLCyMoKAhnZ2cAatSoQURERJ4xrVq1Mq7r1q3LpEmTAPDx8eHQoUNs2LAhSwI5tzYRERERERERkTulA/3koZeQkMDGjRtp3Lix1X0nJycKFSqUY9y7777LokWLALC3t8fe3h6A9957j+eee47o6Gir/m+88QanT5+mX79+NGzYEG9vb0qWLMmmTZtYvnw5AQEBBAQEUKRIEQYMGGAV6+joSHp6OmlpaVle6enpuc4zk8lkwsHBIdu2tLQ0q2f9tV9292JjY/N8pjx4cXFxlClTxri2sbHBZDJx8+bNfMe4u7tz9epVALy8vLL9kCOvNhERERERERGRO6Wdy/LQW716NbGxsVSuXBm4vWP50qVL2NraYmub/ecj77zzDosWLWLr1q1GTGbfmjVrcu3aNWrVqsX69esJCgoCwN/fn61bt3Lz5k28vLxwcnJi8uTJRERE8Nlnn5GWloadXfb/ZNLT0xk0aBC1a9fO0vbrr78yZsyYfK11165dWZ5hsVioUaMGoaGhxlr+uvPawcEBk8kE3K7hO2rUKPbs2cPhw4dzTFjLw8HOzg5HR0ere05OTiQmJuLl5ZWvmMz+IiIiIiIiIiL3k5LL8lBLS0tj+vTpHD16lBo1arBnzx5efPFFXFxcANi9eze7du2iV69eRky/fv0IDw/nwIEDFC9e3Li/fft2+vTpQ1xcHGvWrKF69ers3LmToKAgkpKS2Lp1K23btqVYsWIAXLp0iUWLFvHDDz8A0LFjR7p06ULXrl2zzLN79+5cuHCBzZs3Z7uOIUOG5Gu9jRo1YufOnVb3MjIySE1NzdLXYrGQkpKCxWIx7n333XeMHj0aFxcXFi5cqMTyP4C3tzfh4eFW9+Lj43P9f+ft7W218z6v/iIiIiIiIiIi94KSy/JQmzhxIvXr16d69erA7UPvGjRoYLR7eHgQHBxMqVKlaNKkCQBTp07Fy8sLe3t7jh8/zqefforFYmHLli1MmDCBZs2aAVjVLN67dy+dO3emT58+zJ49G4vFQpcuXZgxYwaVK1cmKSmJ4OBgunXrRunSpXn88ccBGDZsGHv37sXT09OomZudtLQ0QkJCaNSoETNnzryj98DW1jbLztY/l0To1asXnp6ezJ07l3Xr1vHmm2/SpUuXbOtKZzKbzZjNZuM6Li7ujuYkBScwMJCPPvrIuD5//jxmsxlvb+9cY/bv30/fvn2B23XB/f397/lcRURERERERET+TMlleWht3bqV5cuX88EHH/D444+zfv161q5dy8svv2z0qVmzJkuWLKFz584cPnwYR0dHtm/fzt69e9myZQvnzp0DbteaPXLkCP369TNi3377bXr27AlAs2bNOH78OF26dOHo0aNs2rSJAwcOcPHiRaZMmYK3tzc+Pj60bduWTp06cfjwYYoXL86CBQsAWL58ea41jm1sbBgxYkSBvTenT5+mVKlSmM1mTCYTb7zxBp07d2bJkiU5lgr5s2nTpvHWW28V2Hzk7jVs2JC4uDiWL19OcHAwU6dOpVmzZphMJmJiYnBzczNKnmTq2LEjTzzxBCNGjKBMmTLMnz+fHj16PKAViIiIiIiIiMh/lZLL8tBq3rw5e/fupXTp0uzfv59atWqRnp7Oc889Z9WvQ4cO7N69my5durBhwwZWr17NU089xbJly4iOjsbX1zfL2F26dCElJcXqXsWKFdmxYwcWi4U6derwyCOPULZsWSIjI6lQoQJwe1fpiBEjKFq0qFXsO++8w4ABAyhXrhwAL774IosXL8bJyYn4+HgGDBiQJbk8cOBAFi9enCUZ/Oeay+np6ezatYuGDRta9XF0dKRQoUJWBwUWL148X4llgHHjxjF69GjjOi4ujpIlS+YrVgqWnZ0dS5YsoWvXrowdOxZbW1ujNIqXlxehoaHUqlXLKqZmzZqMGDGCOnXq4OTkRIUKFRg8ePD9n7yIiIiIiIiI/KcpuSwPtYCAAACmTJnCl19+SZ8+fXBycsrSb9q0aUY5jK+//hqA8ePH8+STT2bZ9Qlw+fJlWrZsmeX++++/z549e/jmm2/48ssvadq0KTt37qRly5ZkZGTw448/smLFiixxtra2rFixwqgFnZSUxOzZs7G1tSUtLS3bpK+TkxMdOnRg3bp1Oa7fxsYGNze3HNvvlqOjY5ZSG/LgtG3blnPnznHkyBGCgoLw8fEBsKqn/VdTpkyhe/fuXLlyhUaNGmWpudy7d2969+6dbWxubSIiIiIiIiIi+aXksvwjTJkyBTc3N0aOHJlte6FChXj77bez3P/xxx9z3Ln8VykpKSxYsIAlS5YAkJycjL+/PzY2NtjY2GAymax2Ff9ZUFAQXl5eRt3l48eP06RJE+zt7UlLS8uy0/lO5FY7+eeff+bgwYN3PbY8PPz8/GjduvUdxVSpUoUqVarcoxmJiIiIiIiIiOROyWV56E2dOpUPPviAAwcOYG9vn+84i8WS687lFi1aWN1bunQp/v7+tGrVivT0dEJDQ42DBP8qMTHRSCQfOHCAsLAwq52jqamp7Nixw9ixnJKSwt69e3niiSfyPf/c/Prrr8yZM4fFixdblbf4s8xSHFWrVi2QZ4qIiIiIiIiIiPyZksvy0Prll18YNmwYp06dYufOnZQoUcKqPTU1lbS0tBzj09PTc925nJ6eblxfvXqV8ePHs3TpUgAWLFhAsWLFKFOmDBkZGVgsFmxtbUlOTiY1NZXy5ctz9OhR/Pz8qFmzJlu2bMHX19fYZezr68v27dtxdXXFYrGQmJiYpWyBxWJh/fr1ue5MBsjIyDB+PnXqFLdu3aJRo0Z07NiR0NBQKleuzMsvv0xUVBQWiwUbGxtCQ0P56KOPGDhwYK5ji4iIiIiIiIiI3C0ll+WhVaxYMerVq8enn36Kl5eXVZvFYiElJYXk5OQc49PS0nLdufzkk08a17GxsXTq1InnnnuOuXPnMnXqVLZt2waA2WwmOTmZ2rVrM2TIEL799lsCAwPx8/Nj06ZNTJgwAQ8PD6sksY2NDW3btrWqtRwXF0f//v3p378/cHv3c8eOHfOsuZyQkGBcly1blueff55XXnmFOnXqGPefeeYZXnjhBWNnt8lkIjg4mNq1a+c4draSb8GtmDuLkZwlJ+TdR0RERERERETkH8rGktuJUSL/YAkJCbi6ut5x3G+//catW7coW7bsPZjVwykuLg4PDw9o2xjs9ZlTQXJycODMvOWUKlzkQU9FRERERERERCRfMnNFsbGxuLu759hPWST517qbxDLwtw7f+6fbNWk2rm53975J9nzdPJRYFhEREREREZF/JSWXRcRQq0y5XD+NEhERERERERERyWSbdxcREREREREREREREWtKLouIiIiIiIiIiIjIHVNyWUTkAQgPDycwMBAvLy/Gjh1Lfs5WXbduHaVLl6Z48eKsXr062/YmTZpkub9w4UKKFi1K2bJl2b59e4HMX0RERERERERENZdFxHDs/Dkd6FcA8jrEz2w206ZNG1q0aEFISAjDhw9nxYoVBAcH5xgTHh5O9+7dWbhwIfXq1aNDhw7Url2bSpUqAbBlyxZ69epFYGCgVdyWLVsYM2YMISEhFC5cmB49enDo0CF8fHwKZrEiIiIiIiIi8p9lY8nPdjkR+VeLi4vDw8MD2jYGe33m9Hc5OThwZt7yHBPMGzZsoE+fPly+fBlnZ2fCwsIYMmQIe/bsyXHMkSNHcvr0aTZv3gzAvHnziI6OZvLkyURGRtKqVSvat2/PwYMH2blzpxHXrl07/Pz8+OCDDwAYNWoUVatWpV+/fgW3YBERERERERH5V8nMFcXGxuLu7p5jP2WRRApYSkoKmzZt4rnnnsPGxuaePCM+Pp5ChQphZ1fA/4RL1wQP7Wj9W5ITSD5/lOvxsTkml8PCwggKCsLZ2RmAGjVqEBERkeuwYWFhtGrVyriuW7cukyZNAsDHx4dDhw6xYcMGDh48mCWuW7duVnG7d+9WcllERERERERE/jYll0UKmI2NDW+99RaxsbH06tUrXzFz585l/PjxJCQkMHPmTJYuXcrp06dz7D9+/Hji4+NZtmwZKSkpODo6kpaWhslk+nuTd3IBF8+/N4bkKS4ujjJlyhjXNjY2mEwmbt68iZeXV75i3N3duXr1KkCOMXnFiYiIiIiIiIj8HUoui/xNHh4euLu7YzKZyMjIwNbWluTkZMaOHcubb75p9EtKSsLR0ZGLFy9mGaNw4cK4ubkB4ObmdrtERQ527tzJt99+y969e0lNTcXGxgZbW1tsbGxISUmhZ8+ehIaGYmtry1NPPcWiRYsKftHyt9jZ2eHo6Gh1z8nJicTExBwTxX+Nyex/p8/Kb5yIiIiIiIiISF6UXBb5m2JjYwH45ZdfaNmyJTt27MDf3x+AQYMGUa5cOcaMGZMlLjMxbGdnh7OzMw4ODsDt5J+9vb3RLzIykvLlywNw9OhR+vXrx8aNGylatCiDBw9mw4YNZGRkUKpUKfr378/cuXONWFtb23u1bPkbvL29CQ8Pt7oXHx9v/A7kFBMdHZ3v/n83TkREREREREQkL8o8iRSQsmXL8sILL7By5UoA0tLSWLt2LS1btszSNy0tjQoVKrBx40bgdlmE7Oozx8bGUrlyZdauXQuAs7MzK1asIC0tjXHjxvHee+9x9epVTCYTly9f5s0336RYsWLGq2jRovdwxXK3AgMD2b9/v3F9/vx5zGYz3t7e+Y4JDQ01PsS4k2flN05EREREREREJC9KLov8TVeuXMFkMlGnTh2+++471q1bR506dQgKCiIgIIDevXtTvXp1fH19jRg7OzuCgoL49NNPcx17165dODo6Gge5Va5cmQYNGjBu3Djc3Nxo1aoVVatWJT09nUceeYTg4GDKlSuHh4cHHh4eFCpUiD/++CPLuGazmbi4OKuX3D8NGzYkLi6O5cuXAzB16lSaNWuGyWQiJiaG9PT0LDEdO3YkJCSEEydOkJCQwPz582nRokWez+rUqROLFi3iypUr/PbbbyxdujRfcSIiIiIiIiIieVFZDJG/ydHRkUKFCnH48GEAZs+ezVNPPYWdnR0rV65k/Pjx/PbbbzRu3NgqrkePHnTq1Mkoq5Gdbdu20b59e1xdXY17n3zyCZs2bWLdunW0a9cOHx8fVq5cSa9evbh58yaLFi3i008/JSwsjHfffTdLbV+AadOm8dZbbxXMGyB3zM7OjiVLltC1a1fGjh2Lra0tO3fuBG4fzhcaGkqtWrWsYmrWrMmIESOoU6cOTk5OVKhQgcGDB+f5rDZt2rB27VoqVKgAQNOmTenQoUNBL0lERERERERE/oO0c1mkgKSlpTF8+HA2b95MmTJlqFixIs7OztSsWZNDhw5l6f/000/j6OjIl19+me14ycnJrFq1ip49exr39u7dy+uvv47JZKJQoUKUL18eLy8vxo4di6+vL2XLlqVQoUJGiQ0nJ6dsy22MGzeO2NhY43Xp0qUCehckv9q2bcu5c+f4+OOPOXXqFFWqVAHAYrFkSSxnmjJlCqGhoaxbt459+/ZRqFAhq/bevXsbSepMNjY2rFy5kl27drFp0yY2btyY7e+EiIiIiIiIiMid0s5lkQJy6NAhbt68SVRUFE888YRxf+LEiVSsWDFLfwcHB5555hnWrFnDSy+9lKX9888/x8HBgWbNmhn3Tp8+zfz58+natSsAjz76KBcvXgTA3d2dhg0b8u233+Y5V0dHx2x3NMv95efnR+vWre8opkqVKkYi+k4EBgbecYyIiIiIiIiISG6UXBYpIPXr1ycoKAgHBwdSU1OB28nDJ554AovFkm3MxIkTcXd356effsrS1qpVK/z9/TGZTMa9vn37WvU5efIkcLvMQnx8fEEtRUREREREREREJE8qiyFyj+WUWAaoVKkSxYoVy7atcOHCNG3aNM/x//jjDywWCytWrODtt9++63mKiIiIiIiIiIjcCe1cFvmb/pw8TklJoVKlSlSrVg0AX19fANLT063q3CYmJmKxWHB2ds6z/m1aWhpxcXF4e3sb9zIyMjh9+jSBgYF4eHjQqlUrzp49y6OPPsrvv//O1atXrXY8i4iIiIiIiIiIFDQll0X+JrPZbPzs6OhIeHi4Vfsnn3zCe++9R+/evY17ixcvZtSoUdja2loll+3s7LL8nJ6ejslkIi0tzbhOTU2lZMmShIeHU7p0aavn9e/fn61bt/LRRx/d+WKSb8GtmDuPk/+TnPCgZyAiIiIiIiIicl/YWHL7zr6I/G3x8fE4ODhYHaCXnJwMgJOTU57xFouF+Ph43N3d8/W8jIwMbG3vrOJNXFwcHh4e0LYx2Oszp7/LycGBM/OWU6pwkQc9FRERERERERGRO5aZK4qNjc01J6Usksg95ubmluVefpLKmWxsbPKdWAbuOLH8Z7smzcbVzfWu4+U2XzcPJZZFRERERERE5F9PyWURMdQqU+6OEtkiIiIiIiIiIvLfdfdbHEVERERERERERETkP0vJZRGRvyk8PJzAwEC8vLwYO3Ys+Sllv27dOkqXLk3x4sVZvXq1VdvChQspWrQoZcuWZfv27cb9a9eu8fzzz+Pj40OlSpX4/PPPC3wtIiIiIiIiIiL5pbIYImI4dv6cai7/RV71k81mM23atKFFixaEhIQwfPhwVqxYQXBwcI4x4eHhdO/enYULF1KvXj06dOhA7dq1qVSpElu2bGHMmDGEhIRQuHBhevTowaFDh/Dx8aFTp06ULFmS48eP89NPP9G9e3e8vb1p1qzZvVi6iIiIiIiIiEiubCz52WInIv9qmSeA0rYx2Oszpz9zcnDgzLzlOSaYN2zYQJ8+fbh8+TLOzs6EhYUxZMgQ9uzZk+OYI0eO5PTp02zevBmAefPmER0dzeTJk2nXrh1+fn588MEHAIwaNYqqVavy1FNPUaFCBa5du0bhwoUB6Ny5M35+fsyfP7+AVy0iIiIiIiIi/2WZuaLY2Nhcz+dSFknkIZKQkIC9vT2Ojo4PZgKla4KHz4N59sMoOYHk80e5Hh+bY3I5LCyMoKAgnJ2dAahRowYRERG5DhsWFkarVq2M67p16zJp0iSjrVu3blZtu3fvpkaNGhQqVMhILAOYTCZMJtNdL09ERERERERE5O9QclnkIfLVV1/x6quvcvny5Vz7eXp6GgnHv3r88ccZO3Ys7du3v/MJOLmAi+edx/2HxcXFUaZMGePaxsYGk8nEzZs38fLyyleMu7s7V69ezbWtcuXKWCwWtm3bRrNmzbh27RqbN29m1apV92hlIiIiIiIiIiK504F+Ig+Rc+fOUb9+/Tz7OTo64ubmlm2byWTCycmpoKcmObCzs8uy09zJyYnExMR8x/y5f05t7u7uvP/++3Tt2pW2bdtSpUoVChcuTIsWLQp4RSIiIiIiIiIi+aOdyyIPyKVLlyhVqhQ+Pv9XhuLmzZu4urri6+tr3Ltx4wYnT56kUqVKJCcn4+joiI2NDRaLheTk5CyJZJPJhI2NzX1bx3+dt7c34eHhVvfi4+NxcHDINSY6Ojrb/rm1vfjii7Rv357w8HCaNm3KxIkTVRZDRERERERERB4Y7VwWeUDs7G5/tnP9+nWuX7/O1q1bsbGx4dy5c8a969evU6RIEezt7Tl//jw+Pj54e3vz22+/Ubt2bTp27Ejv3r3x9/enRIkSlChRgv3799O9e3d8fHxIT09/wKv89wsMDGT//v3G9fnz5zGbzXh7e+c7JjQ0FH9//zzbANzc3Ni7dy+VK1ema9euBbkUEREREREREZE7ouSyyAPi7u7O6tWrAUhPT2fEiBFkZGRw7Ngxq36ffvopRYsWpVy5ciQlJfHll18CcOzYMb799ltmz57N2bNniYyMJDIyknr16rF06VJOnDiR465Ws9lMXFyc1UvuTsOGDYmLi2P58uUATJ06lWbNmmEymYiJick2wd+xY0dCQkI4ceIECQkJzJ8/3yhv0alTJxYtWsSVK1f47bffWLp0qVXpi/j4eGbMmMHMmTO1Q11EREREREREHigll0UeEBcXF7p06QLAkCFDiI+PZ9asWSxYsAAAi8VC9+7dcXNzs6qvvHDhQgDGjRvHtm3b8PLy4ocffjBqLdva2uLk5ETx4sVzfPa0adPw8PAwXiVLlryHK/13s7OzY8mSJQwdOhRfX1+++uorpk+fDoCXlxcnTpzIElOzZk1GjBhBnTp18Pf3x2QyMXjwYADatGlD06ZNqVChAmXKlOHRRx+lQ4cORuysWbOoV68eTZs2vT8LFBERERERERHJgY3FYrE86EmI/Je99tprTJ8+nXPnzlGsWDFKly7NmjVr+Oyzz/jpp5/YtGkTJUqUAODQoUO0a9eOpKQknn32Wfbs2cOJEydo0KABPXv2ZPTo0TRu3JjXXnuNli1b5vhMs9mM2Ww2ruPi4m4nmMf+D7z97vma/zFuxcCp3RyZsYjaZSvk2vXatWscOXKEoKAgqzrauYmIiODKlSs0atQoS43mQ4cOcevWLRo1aqQdyiIiIiIiIiJyX8XFxeHh4UFsbCzu7u459tPOZZEHJDo6mg4dOrBixQoAypYtS6FChZgyZQqtWrXi7Nmz/Pjjj0ZiOTExkf79+/Pyyy/j4ODA66+/znPPPYfZbGbEiBFGiY38cHR0xN3d3eolf4+fnx+tW7fOd2IZoEqVKjRv3jzbw/8CAwNp3LixEssiIiIiIiIi8tBSclnkAYiMjKRy5coA7N6926qtf//+NGrUiCJFiuDq6mrcf++990hNTWXo0KHA7QTxnDlz8Pb2pmvXruzbt+/+LUBERERERERERP7zlFwWeQDKly/P3r17+eKLL/D29jbur1+/ngsXLrBmzRrOnz9Pq1atuHLlCgAjR45k48aN2e5ydXR0xN7e/r7NX0RERERERERERMllkQckc+dyRkYGAH369KFv376cP38eT09Ptm3bZvSbMGECDg4OlCtXDoC0tDSrmskA169f54cffuDs2bO4uLjcx5WIiIiIiIiIiMh/kd2DnoDIf92PP/4I3C6UHhERQfHixQHw9PRky5YtfPDBB1SoYH2YXGpqKnFxcVb3EhMT6d69O08//TSBgYF3N5nkW7cPsZPbkhMe9AxERERERERERB5aNhaLxfKgJyHyX5acnMzevXtp2rTpA5tD5gmgtG0M9vrM6c+cHBw4M285pQoXedBTERERERERERG5LzJzRbGxsbi7u+fYT8llETH+YOw6dhRXN9e8A/5DfN08lFgWERERERERkf+U/CaXtUVRRAy1ypTL9Q+GiIiIiIiIiIhIJh3oJyIiIiIiIiIiIiJ3TMllEZE7FB4eTmBgIF5eXowdO5b8VBdat24dpUuXpnjx4qxevdqqbeHChRQtWpSyZcuyfft24350dDTNmzfHxcWF4sWLM3PmzAJfi4iIiIiIiIjI3VJZDBExHDt/7j9dczk/9ZXNZjNt2rShRYsWhISEMHz4cFasWEFwcHCOMeHh4XTv3p2FCxdSr149OnToQO3atalUqRJbtmxhzJgxhISEULhwYXr06MGhQ4fw8fHh1VdfpVatWnzyySecOnWKjh078thjj/HUU08V9NJFRERERERERO6YDvQTEaNIO20bg/1/9zMnJwcHzsxbnmuCecOGDfTp04fLly/j7OxMWFgYQ4YMYc+ePTnGjBw5ktOnT7N582YA5s2bR3R0NJMnT6Zdu3b4+fnxwQcfADBq1CiqVq1Kv379qFatGp9//jlVqlQBoHnz5jz//PMMGDCgAFctIiIiIiIiImJNB/rJfTNlyhQ6d+5MhQoVCnRci8WCjY1NlvsLFiygd+/euLm5Fejz/iwtLQ07u4L955Gamoq9vf1DM062StcED597M/bDLjmB5PNHuR4fm2tyOSwsjKCgIJydnQGoUaMGERERuQ4dFhZGq1atjOu6desyadIko61bt25Wbbt376Zfv35UrVqV999/n2nTphEWFsbBgwdZuHDh31mliIiIiIiIiEiBUXJZ/pZTp04xc+ZM+vbtm2ffZ555hrFjx9KkSRMALly4QEBAAAkJCbi4uGTpP2jQINLT05kzZw6urv9XqiE0NJRz584xd+7cHJ/VuHFjYmJi8PT0zNKWnJzM1atXuXjxotX91NRUbG1tMZlMjB49Gnd3dyZPnkzbtm0ZPHgwLVu2zHONOXnrrbdITExk+vTpxj2LxUJqaioODg7ZxqSnp2OxWKyS3NHR0Tz11FNs3LiRMmXK3PV8cuTkAi6eBT/uv0hcXJzVe29jY4PJZOLmzZt4eXnlK8bd3Z2rV6/m2TZ16lRq1KjBe++9B8DMmTOpWLFiga9JRERERERERORuKLksd+SRRx7hxo0bFCpUCIA//vgDW1tbgoKCSExMxMnJCVtbW5KSkggKCuKrr74C4OeffzZ2fGbKHCPzv3/1xhtv0KVLF/r168fVq1cJDw/HxcWF1NRUkpKS2LBhAwCJiYm0a9eOxYsXG7GOjo6kp6eTlpaWZdz09PRsn/nKK6/w3XffYTKZiI6OxsbGhg0bNnDhwgVOnDiBi4sL8fHxFClShEOHDuX7PZszZw6hoaGEhIRY3b948SKVK1fG0dEx27j09HSmTp3KsGHDjHuFCxdmzpw5tG7dmr179+aYzJR7x87OLsv/MycnJxITE3P8//HXmMz+ebWNGDGCfv36MXHiRM6fP0/nzp2pWLEibdu2LehliYiIiIiIiIjcMSWX5Y6cOnXK+HnevHls3LiRTZs24ejoyBtvvMHZs2dZvXo1tra2VnErVqwgOjqaYsWKAbeTpPv37wfI0jeTv78/W7duNXaEOjk5MXnyZCIiIvjss89yLV2Rnp7OoEGDqF27dpa2X3/9lTFjxmS5P2fOHObMmQPAxIkTsbOzY/z48bRs2ZLXXnuNxo0bs2HDBmbOnJmPd+q2EydO8Mknn7B3716cnJys2kqXLk1SUlK+x8rUrFkzxo4dy8CBA1mzZs0dx8vf4+3tTXh4uNW9+Pj4HHegZ8ZER0dn2z+ntpiYGDZt2kRsbCxubm54eXkxbNgwli1bpuSyiIiIiIiIiDwUlFyWuzJ//nxGjx5NQEAAjz32mHE/IiKC6Oho5syZQ82aNQG4efMmy5cv59KlSxQtWpRPP/2UZcuWGTFr167Fzc3NquxEUlISW7dupW3btkZC+tKlSyxatIgffvgBgI4dO9KlSxe6du2aZX7du3fnwoULxgFqfzVkyJAs9z788ENeffVVSpQowdWrV3FwcCAkJIQLFy4QHBxslO6oVq1avt+nd999l7ffftuoz5spPT2d9PT0XBOSABkZGWRkZGRJogcHB7No0SIiIyMpX758vucjf19gYCAfffSRcX3+/HnMZjPe3t65xuzfv98oHxMaGoq/v79VW9OmTa3aLBYLFouF33//3agvfu3aNdLT0+/V0kRERERERERE7kj2W0ZFchAeHk7r1q1ZsWIFZcqU4dy5c4SHhxuvjIwMnn32WerWrUuNGjW4cOECw4YNo2/fvhQpcvuQtP3799OgQQNjTA8PD7p3787JkyeNe3v37qVz584MHjyY5ORkkpKS6NKlCzNmzKBy5cokJSURHBxM37592bdvnxE3bNgwateuzcqVKzl8+HCOr++//566desyduxYI/bq1atUqFCB3r17U7x4cR5//HF69+6Nv78/LVu2pHfv3vTu3Zs6deqwY8eOfL1fe/bssTrILdPatWtxdHTExsYm15fJZGL8+PHZjt25c2e+/fbbfM3jr8xmM3FxcVYvyZ+GDRsSFxfH8uXLgdt1kZs1a4bJZCImJibb5G/Hjh0JCQnhxIkTJCQkMH/+fFq0aAFAp06dWLRoEVeuXOG3335j6dKltGjRAi8vL6pWrcrgwYNZs2YN77zzDvPnz9euZRERERERERF5aGjnsuRbbGwsnTp14rnnnmPhwoWUK1cuy4F5ZrOZ9957j3PnzvHjjz/y/fffc/z4cVq2bEnr1q359NNP+fLLL/nyyy+NmKeffprXX3+ddu3acejQITw9PWnWrBnHjx+nS5cuHD16lE2bNnHgwAEuXrzIlClT8Pb2xsfHh7Zt29KpUycOHz5M8eLFWbBgAQDLly8nNjY2x7XY2NgwYsQIq3tDhw6lVatWvPrqq3h5eTFlyhTs7e3ZuHEjDRo0oF69ekRFRTF16lTi4+ONgwlzkpycjJOTEyaTKUtb+/btuX79Og4ODsTGxlKyZEkuXryIl5cXvr6+HD9+nOLFi5Oenp5j6Y/SpUtz8ODBXOeQk2nTpvHWW2/dVex/nZ2dHUuWLKFr166MHTsWW1tbdu7cCYCXlxehoaHUqlXLKqZmzZqMGDGCOnXq4OTkRIUKFRg8eDAAbdq0Ye3atVSoUAGApk2b0qFDBwDWrFnD0KFD6d+/PyaTicGDB+fr8EwRERERERERkfvBxmKxWB70JOSfIykpiUKFCnH58mUaN25MZGSkVXt8fDwmk8koA5Gamsrvv/9O4cKFGTBgAJs2baJw4cKcPHmS69evU7hwYTJ/Bdu1a4e9vT1r1641xouNjcViseDs7MzatWspW7YskZGRRiLu/PnzBAQEULduXaskbqVKlRgwYADlypUD4MUXX2Tx4sU4OTkRHx/PgAEDrOodh4SEsHbtWrZs2cKtW7eoXLmyMd6FCxfw9fXFxcXF2H09a9YsHn300Tzfr3LlynHu3Llc+1y+fJmSJUuSlJSEk5MTTk5OREZGUqJEiVzjlixZwq+//sobb7yR5zz+ymw2Yzabjeu4uDhKliwJY/8H3n53PN6/wq0YOLWbIzMWUbtshTy7X7t2jSNHjhAUFISPj0++HhEREcGVK1do1KhRlpIohw4d4tatWzRq1AgbG5u7WYGIiIiIiIiISIGIi4vDw8OD2NhY3N3dc+ynnctyRwoVKmT8fOHCBQICAqzazWYz48ePN2oa29vbG7Vl33//ffz9/Zk4cWK2Y3/wwQcsW7YMi8ViJNfef/999uzZwzfffMOXX35J06ZN2blzJy1btiQjI4Mff/yRFStWZBnL1taWFStWGHWSk5KSmD17Nra2tqSlpWU5RNDR0ZHHHnuMJ598kvDwcJYsWQLA5s2badCgAa6urkycOJHr16/z3nvv5fv9cnd35+LFi5QqVSrHPidPnqREiRJZDvzLy4EDB7ItuZEfjo6OODo63lWs3Obn50fr1q3vKKZKlSpUqVIl27bAwMCCmJaIiIiIiIiIyH2j5LLckaSkJGPHZenSpbPsXM6UlpaG2Ww2krsAw4cPp1GjRjz//PPZxvj5+fG///3PuE5JSWHBggVGojc5ORl/f3+resQ5lYwICgrCy8vL2EF9/PhxmjRpgr29PWlpaRQtWtSqf/v27Wnfvr3xLICzZ8/yzDPPcObMGWOndEZGRq7vz19169aNOXPmMGfOnBz7fPHFFzRv3vyOxv3111/57rvv7ijRLSIiIiIiIiIiUpCUXJY70rJlSyIjIzGZTNy6dQsHBweKFy9utMfGxuLh4UFKSgoODg5ERUWRlpbG8OHDOXDgAHv37s33s5YuXYq/vz+tWrUiPT2d0NBQqlevnm3fxMREI5F84MABwsLCrMoOpKamsmPHDmPHckpKCnv37uWJJ56wGufPpSKmTp1Ky5YtAVi1ahU+Pj7caRWZIUOGUKdOHb7//nuefvrpLO3h4eF88skn7NmzJ8cx1q9fT7NmzfDw8DDW0r17dyZOnHjHu51FREREREREREQKipLLckd27doFwKVLl+jatStvvvkmzZs3x2Kx8Pvvv9O0aVPatm3LW2+9hb29PceOHWPQoEGkpqayfft2qxotqampwO1dzn/dgXz16lXGjx/P0qVLAViwYAHFihWjTJkyZGRkYLFYsLW1JTk5mdTUVMqXL8/Ro0fx8/OjZs2abNmyBV9fX6O8hq+vL9u3b8fV1RWLxUJiYmKWmrdwewezv78/nTp1YufOnezZs4fQ0FDGjBmDra0tw4cPNxLo+eHs7ExISAht27ZlwYIFtGnTxmg7duwYbdq0YfDgwTz22GPGfZPJxKlTpyhRogTR0dH07NmTtWvX0rp1axITE2nXrh0VK1akf//++ZqDiIiIiIiIiIjIvaDkstyxLVu20LZtW5ycnOjZsyepqak4OTnh5eWFm5sb69at44cffmDnzp2UKlWKZ555hrFjx2bZZZu5Szg5ORlXV1erttjYWDp16sRzzz3H3LlzmTp1Ktu2bTPikpOTqV27NkOGDOHbb78lMDAQPz8/Nm3axIQJE/Dw8LA6FM3Gxoa2bdta1VqOi4ujf//+9O/fn8TERJ544gnOnz8PwAsvvEBYWBj+/v5UrlyZdu3asWrVKt5++212797Nt99+m+/3q0aNGvzwww9ER0cb9xYsWMDLL79M3759mTlzplX/Z599lhYtWhi1p9u0aWPsoHZyciI4OJiuXbvm+/l3JPnW7YPt/ouSEx70DERERERERERE/lFsLHf6PX/5z0tISGD9+vUEBAQQEBBAiRIlMJlMRrvZbObgwYM8+eSTBfK83377jVu3blG2bNkCGS8nu3fvxtXVlRo1auRYyzk1NZX4+Hi8vb3/1rOSk5PZu3cvTZs2/VvjFJTME0Bp2xjs/7ufOTk5OHBm3nJKFS7yoKciIiIiIiIiIvLAZOaKYmNjrSoR/JWSyyJi/MHYdeworm6ueQf8S/m6eSixLCIiIiIiIiL/eflNLv93tyiKSBa1ypTL9Q+GiIiIiIiIiIhIJtu8u4iIiIiIiIiIiIiIWFNyWUTkT8LDwwkMDMTLy4uxY8eSn8pB69ato3Tp0hQvXpzVq1dbtS1cuJCiRYtStmxZtm/fbtwPCAjAxsbG6hUQEFDQyxERERERERERuWdUFkNEDMfOn/tX11zOq6ay2WymTZs2tGjRgpCQEIYPH86KFSsIDg7OMSY8PJzu3buzcOFC6tWrR4cOHahduzaVKlViy5YtjBkzhpCQEAoXLkyPHj04dOgQPj4+HD9+nIyMDGOcmTNn8uuvvxboekVERERERERE7iUd6CciRpF22jYG+3/vZ05ODg6cmbc8xwTzhg0b6NOnD5cvX8bZ2ZmwsDCGDBnCnj17chxz5MiRnD59ms2bNwMwb948oqOjmTx5Mu3atcPPz48PPvgAgFGjRlG1alX69etnNUZ8fDyVKlVi37592r0sIiIiIiIiIg+cDvQT+Y+IiYnhvffe4/XXX8fGxubvDVa6Jnj4FMzEHjbJCSSfP8r1+Ngck8thYWEEBQXh7OwMQI0aNYiIiMh12LCwMFq1amVc161bl0mTJhlt3bp1s2rbvXt3luTyBx98QKtWrZRYFhEREREREZF/FCWX5aF35coVSpQoQenSpbO0paSkYLFYrMoJpKamYjKZsLXNvaR4ZkmCv/Y7ceIEISEhTJkyxbj37rvv4uXlRd++fbMda/To0Tg4ODB16lRSU1Oxt7fPMm5aWhoWiwV7e3sA9uzZw1NPPUXx4sWN+Vy6dMlqnb///jszZ85kyJAhOa7D2dmZDz/8kGrVqtGuXbtc15wnJxdw8fx7Y/yDxcXFUaZMGePaxsYGk8nEzZs38fLyyleMu7s7V69ezbMtU0ZGBosWLWL9+vUFuRQRERERERERkXtOB/rJQy8zGRsZGUlUVJTVa+PGjTg4OFj1HzRoEK6urnh4eODp6YmnpycODg7Y2toa1x4eHjg7O7Nhw4Ysz/P19eX9999n7dq1wO3k34IFC3LdFezg4ICjoyP79++ndOnSlClThoCAAOzt7fHz8yMgIIBSpUoxZ84cI8bR0ZGKFSsaazl69GiWdT711FM4Ojrm+v44ODgwYcKEfL2Xkjs7O7ss77eTkxOJiYn5jvlz/9zaMm3evJnChQtTu3btgliCiIiIiIiIiMh9o53L8tDLTOr6+fllaUtLS8PT09Pq3pIlS1iyZIlx/f3339O+fXvef//9HHcew+0kckZGBsWKFWPGjBlGEvC7777DxcWF3r17Y7FYSE1NzZLQzmRvb8+1a9cAuH79OiVLliQ0NJRixYpl6ZvXzupMdnZZ/5l6e3sTFxeXa5yfnx+XL1/O1zPkNm9vb8LDw63uxcfH5/j/OzMmOjo62/65tWX67LPP6Ny5c0FMX0RERERERETkvtLOZXnopaWlAXDt2jWuX79u9dq2bZvRnl3cpEmTaNu2LYmJiTRt2pQPP/yQxYsXYzabs/TfvHkzbm5ueHh4MGbMGEaMGIGtrS1du3bl6tWreHt74+HhQfPmzY2YAwcOUKVKFQCSkpJo3769kdBdvXo19erVyzaxDGAymYiMjKRatWpUq1aNJ598EoBatWoZ93bv3p1trI2NDZGRkaSlpWX7WrduXb6T1/J/AgMD2b9/v3F9/vx5zGYz3t7e+Y4JDQ3F398/zzYAs9nMxo0b6dChQ0EuQ0RERERERETkvlD2SR56qampAJQoUQI/Pz+rV8uWLY32TBaLhS+++IKaNWuyatUq1qxZY7Q5OTkxbdo0AgICmDlzJrdu3TLannnmGZKSkoiNjSUmJoaYmBiKFCnC8ePHjeu4uDh27dplxOzdu5caNWoAt2sfd+vWjYULF5KamsqCBQtwdXUFbteN/iuLxUL58uUJDw8nPDycH3/8EYBjx44Z9xo2bJjte2IymfJ833JLLpvNZuLi4qxeAg0bNiQuLo7ly5cDMHXqVJo1a4bJZCImJob09PQsMR07diQkJIQTJ06QkJDA/PnzadGiBQCdOnVi0aJFXLlyhd9++42lS5cabXD798fT05OyZcvenwWKiIiIiIiIiBQglcWQh1paWholS5YkKSkpxz6ZZTPS0tL48ccf6d+/P0lJSbz22msMHDiQ2NhYo2+vXr3o3r07S5cu5c0332Tx4sVEREQYdZ3zIz09HYvFgp2dHXv27KFx48bGgYJjxozBzc2N+fPn88cffwCwe/duXnjhBX766SdKlSplNc6DMm3aNN56660H9vyHlZ2dHUuWLKFr166MHTsWW1tbdu7cCYCXlxehoaHUqlXLKqZmzZqMGDGCOnXq4OTkRIUKFRg8eDAAbdq0Ye3atVSoUAGApk2bWu1S3rFjB48//vh9WZuIiIiIiIiISEGzsVgslgc9CZHs/PHHH5QrVw5nZ2erOrWZu2zd3d2Ne2azmdTUVC5evMgXX3zB888/bxykdv36dQoXLsz58+cJCAgwYuLj4zl+/DhPPPEEAKVLlyYjI8NqV/DFixdxdXU1nm+xWEhMTGT8+PG8/vrr/Prrrzg7OzNt2jScnJyYOHEioaGh/4+9+wyPqmrfv/+dTBqB9IReEgRBQEAgEER6FQwgTaoQQFCQJkXhBgWk3PBTpItSb0GJdAFRikgVMISioUkLVZqSDCHJpM3zgif7z5hC0FA9P8exD7NX22vtDHlxzfJaNG3alA8//JA1a9awfv16unXrxi+//MLevXuNsXbt2kW9evUoWLAgcCfn84ULFyhWrJjx/GvXrjF79my6detm925cXFyyDE7bbDYKFizIhQsXMqy3Wq12qUEsFgtFihSBoSPAJ31u66fC7Wg4toOIybOpVLxklk2vXLlCREQEwcHB+Pr6Zmv4o0ePcunSJWrXrp0ur3J4eDi3b9+mdu3aWR4MKSIiIiIiIiLyOLBYLHh6ehITE2MXg/sr7VyWx5avry/R0dEATJ8+nfLly1OnTh3ee+89I5Cbkc6dO/Of//yHiRMnGqkhzGYzJUqUMNqkpKRw4cIFI7AMcO7cObtx1q1bR8uWLalSpQpbtmzJMM3EX/MpnzlzhlatWjFjxgy7gwZnzJjBCy+8wMiRI5k8eTJwJ+hdvXp1I81GWhD81KlTxiF+r7zySrpnRkdHk5iYyOXLlzPN53z8+HEWLFiQYR3cCU6nBd8lvfz589OsWbP76lOmTBkj//ZfBQUF5cS0REREREREREQeK8q5LI+9pKQkxo0bR0JCglE2depUihUrRuHChcmbNy89evSw6+Pi4kK7du0yPOzuxo0bRpvM3Lx5k2HDhjFr1iwSEhLo2bNnutzOf2Wz2WjXrh0jR46kTZs2dnXu7u6EhYUREhJilP36669Gvub7sW/fPvz9/TMNLAOULl3aCGKLiIiIiIiIiIg8CAouy2NvyZIl/PHHH4wePZrLly8DMHDgQM6dO8fFixe5du0a8+fPt+uT1WF2aTJLT3Dy5EkaNmxI9erV6d27NytWrGDPnj289NJLxqF7f2Wz2bDZbGzbti1doDtNlSpVqFmzpnH/zTff0LBhQ7sx7v4v3Nlh/dd5Ll68+L531YqIiIiIiIiIiOQ0BZflsXb+/HmGDBlCWFgY9evXp3Tp0qxcuZKoqCgiIyOJiooiKiqKo0eP8uOPP3Lt2jXgToD266+/xmQypbu8vb2NNnc7ePCgcTBb27ZtmTdvHiaTiYIFC7Jz504KFixIrVq1KFeuHIsXL7brm5SURFJSEnny5LErS05OznBdW7du5dy5czRp0sQoS2ubmJiI1WqlQ4cO7Nixg2effdZos3fvXsLCwhg8ePA/eKsiIiIiIiIiIiL/nHIuy2MrLi6OevXq0bJlS9q2bUvbtm3p2rUrS5cuZcuWLTRs2JDo6GgjXYa7uzvXr18H7gRoX3vtNcLCwtKNGx0djbe3N4mJiUZZcnIyY8aMwdvbm4iICLv8zAB+fn6sXr2azZs3M2PGDCpXrmxXn5ycnG6HsdVqtUvlcTebzcakSZPsDn7z9PRk+fLluLi44OjoSI0aNXjrrbeoXr260WfQoEGEhoZSrly57L7G+5Nw+87Bd0+jhNhHPQMRERERERERkaeKyfbX7Zsij5GTJ08SGBhoHHCXXTExMaSkpODj4/OAZvZoWK3WdDukc0LaCaA0rwNOT+93Tq7OzpyYtpCi/nkf9VRERERERERERB5babGimJgYPDw8Mm2n4LKIGH8wth86QB73nA1cP0783D0VWBYRERERERERuYfsBpef3i2KInLfKgY+k+UfDBERERERERERkTQ60E9ERERERERERERE7puCyyLyVIuMjCQoKAhvb2+GDh1KdjIBrVixgmLFilGwYEGWLl1qVzdr1izy5ctH8eLF2bp1q1H+xx9/YDKZ7K4lS5bk+HpERERERERERB4XSoshIoZDZ08/UTmX75VD2Wq1EhISQuPGjQkLC6N///4sWrSI0NDQTPtERkbSqVMnZs2aRbVq1WjVqhWVKlWiVKlSbNy4kSFDhhAWFoa/vz+dO3cmPDwcX19fIiIiqFmzJmvXrjXGyp07d46uV0RERERERETkcaID/UTESNJO8zrg9OR85+Tq7MyJaQszDTCvWbOG7t27c/HiRdzc3Dh8+DB9+/Zl165dmY45cOBAjh8/zvfffw/AtGnTuH79OuPGjaNly5bkz5+fOXPmADBo0CDKli1Lz549GT9+PLGxsUycODHnFyoiIiIiIiIi8hDpQD8RuX/FKoCn76OeRfYkxJJw9gA3bsVkGlw+fPgwwcHBuLm5AVC+fHmOHj2a5bCHDx/m5ZdfNu6rVq3K2LFjjbqOHTva1e3YsYOePXvy888/c/z4cWbMmIG3tzfDhg2jX79+/3SVIiIiIiIiIiKPLQWXRZ5ACQkJODo64uj4//4JX7t2DV9fX8xm898f2DU35Pb65xN8TFgsFgIDA417k8mE2Wzm5s2beHt7Z6uPh4cHly9fvmfdqVOn6NatG506dWLfvn28/vrrBAUFERwc/CCWJiIiIiIiIiLyyCm4LPKY6dGjB35+fkyaNCnTNp999hnLli1j586dODjcOZezXbt2BAcH07ZtW/744w8aNWr0sKb82HJ0dMTFxcWuzNXVlbi4uEyDy3/tk9b+XnVHjhwxyosWLcp3333HihUrFFwWERERERERkaeWgssij9j48eNZunSpcf/7779jNpv59ttvjbKWLVsybtw4AJKSkpg5cybz5883AssA+fLlo1ChQri6uvL666/zyy+/kDdv5ofd/Rv4+PgQGRlpV3br1i2cnZ2z7HP9+vUM22dV91d58+bl3Llz/2T6IiIiIiIiIiKPNYd7NxGRB+n69es0adKEyMhIIiMj6dChA3369DHu27Rpw40bN4z2n376KTVr1uSll16ia9euxo5ZJycnTCYTzz77LF988QULFizg/Pnzj2pZj4WgoCD27Nlj3J89exar1YqPj0+2+xw8eJBChQplWXfu3Dlq1KjB3eej7tmzh2LFiuXkckREREREREREHisKLos8YiaTKdtt9u7dyyeffML48eP5+uuv2bt3L5cvX2bGjBlEREQwZswYypcvz9y5c7FYLKSkpGQ4ntVqxWKx2F1Po1q1amGxWFi4cCEAEyZMoEGDBpjNZqKjozN8P61btyYsLIxff/2V2NhYpk+fTuPGjQFo06YNs2fP5tKlS1y9epX58+fTuHFjihYtyrVr1xgxYgQRERGMGDGCvXv30qNHj4e6XhERERERERGRh0lpMUQeMT8/P5YuXcr3338P/L+0GCtWrDDatGzZEoAtW7Zw48YNGjduzJEjR9ixYwc///wz0dHRlClThmeeeYbJkycDdw79O3bsWIbPnDhxImPGjHmwC3sMODo6Mm/ePDp06MDQoUNxcHBg27ZtAHh7e3Pw4EEqVqxo16dChQoMGDCAKlWq4OrqSsmSJenTpw8AISEhLF++nJIlSwJQv359WrVqhclkYuXKlXTv3p0pU6ZQtmxZNm3aZLQTEREREREREXkamWx3/3/cIvLIvf322/j5+TF69Oh0dXFxcTg7O7Ns2TJ+/PFH5s6dC4DFYuH9999n//79VK5cmYMHD3L06FGqV6/OunXr0o1jtVqxWq3GvcVioUiRIjB0BPjkf2Bry1G3o+HYDiImz6ZS8ayDuFeuXCEiIoLg4GB8fX2zNfzRo0e5dOkStWvXTpdXOTw8nNu3b1O7du1s7TwXEREREREREXmSWCwWPD09iYmJwcPDI9N2Ci6LPEKXL1/mxRdfJE+ePEZZ2s7luw/ji42N5ZdffsHDw4Pz58/TtGlTdu7cibe3N++88w6rVq0iMDCQ3377jalTp/LMM89gs9moXLlytuaR9gfjaQ0ui4iIiIiIiIhI9mU3uKy0GCKPkKOjI+fOnbM7CO6vO5ejo6Px9vbG2dmZixcvEhwcjLe3N926dSM2NpZvv/2WKVOmEBcXR6FChXjllVfo2rUrkZGR7N69G29v70e0OhEREREREREReZopuCzyCN1PSgUHBwfy58/Pm2++SenSpSlatCgFCxbE1dUVADc3NypUqEBQUBC5cuVi165dCiyLiIiIiIiIiMgDo+CyyCOUmJgIQEBAgFH2559/4uDgwKJFiwBITU0F7hzQlydPHnr06MHp06cJDw9n3759NG3alI4dO3Lx4kViYmI4duwYZ86cwcfHh8uXL1OwYMGHvSwREREREREREfkXUHBZ5BHy9/fn119/pVy5ckZZnz59yJs3r5EWIzU1laNHj5I7d26+/fZbWrRoQdWqVWnUqBFdunThhRdeYObMmYwZM4aBAwdSpkwZ3n77bT766CNeeOEFjhw5QmBgYPYmlHD7Ti7jJ0FC7KOegYiIiIiIiIjIv5qCyyKPkLOzs11gGcBqtdrdOzg4GG1eeeUVfv/9d/LlyweAzWajcePGXLp0iTVr1lCjRg2sViutW7emdOnShISEZD+wDHDuMDg9OX8WXJ2d8XP3fNTTEBERERERERH5VzLZ7j5JTESeOH/88QdeXl6YzWajzGazsXv3bqpUqWLkZM5K2gmg2w8dII97ngc53Rzl5+5JUf+8j3oaIiIiIiIiIiJPlbRYUUxMDB4eHpm2U3BZRLL9B0NERERERERERJ5+2Y0VOTzEOYmIiIiIiIiIiIjIU0LBZRERERERERERERG5b0/OyV0i8sAdOnv6icm5nN18y5GRkYSGhnLq1Cl69uzJ5MmTMZlMWfZZsWIFgwcPJikpiY8//pgOHToYdbNmzWLs2LHkzp2befPmUa9ePeBO7ms/Pz+7cRYvXkznzp3/xupERERERERERB5/Ci6LiKH2+++A05PxZ8HV2ZkT0xZmGWC2Wq2EhITQuHFjwsLC6N+/P4sWLSI0NDTTPpGRkXTq1IlZs2ZRrVo1WrVqRaVKlShVqhQbN25kyJAhhIWF4e/vT+fOnQkPD8fX15eIiAhq1qzJ2rVrjbFy586do2sWEREREREREXmcPBlRJBF5OIpVAE/fRz2Le0uIJeHsAW7ciskyuPzdd98RExPDlClTcHNzY8KECfTt2zfL4PK8efOoW7cuPXv2BODtt99m8eLFjBs3jk8//ZSuXbvSokULAFq0aMHq1avp2bMn4eHh1KhRAy8vrxxdqoiIiIiIiIjI40o5l+WpZbPZHvUUspScnJyu7MaNG6xYseIRzOb/55obcns9/pdr9lJ3HD58mODgYNzc3AAoX748R48evWeftFQXAFWrViUiIuKedT///DOrVq0iT548FClShBkzZmRrjiIiIiIiIiIiTyoFl+WJMGfOHKpWrZquvHTp0mzevDnDPo0bN2bJkiXGfUxMDCaTiZSUlByd2/Llyzl06BAAKSkpWK1WUlNTsVgsmEwmEhISsNlsJCYmkpSUZPRr1qwZo0aNsguCR0dHM2DAAD777LP7msMHH3yAs7MzXl5eeHl5kSdPHooXL54j63uSWSwWAgMDjXuTyYTZbObmzZvZ7uPh4cHly5fvWXfq1Cm6devG0aNHmTJlCsOGDWPv3r05vSQRERERERERkceG0mLIY+2TTz5hzpw5xMbGEh0dTbly5ezqz5w5Q8+ePTGZTMycOZNXXnkFgIsXL7Jz507mzZtHYmIijo6OuLu7YzabMZvNOTrHYsWK0bx5c5YtW0ZKSgr9+/fH0dHRCBrXqVMHm81GSkoKgwYNolOnTgDMnj2bpk2b4urqytChQzGbzZQoUYJ169axcuVKY/zExEScnZ0BmDJlCu+99x5ubm7YbDZcXV25evUqzs7OdOzYkUWLFgGwbds2+vTpk6PrfBI5Ojri4uJiV+bq6kpcXBze3t7Z6pPW/l51R44cMcqLFi3Kd999x4oVKwgODs6x9YiIiIiIiIiIPE4UXJbH2qBBgxg0aBDz5s1jyZIlbNu2za4+ICCAefPm0aBBA7vymTNn0qlTJ4oWLcoLL7zAxIkTadKkiV2bgwcP8sILL/zjOVatWpU5c+awfft23n33Xdq2bWsEk8PDw2nZsiU2m43k5GRCQkKMfs888wxbt27FycmJbt26sWrVKtzc3EhKSiIlJYXPPvuMxMRE4uPjuXnzJnny5MHJyckIIl+5coUqVaoAGMHnuzk46H9M8PHxITIy0q7s1q1bGb6vu/tcv349w/ZZ1f1V3rx5OXfu3D+ZvoiIiIiIiIjIY03BZXnqxMTE8PnnnzNhwgQAnJycjN2mNpuN999/ny+//JK4uDh+//33HHlm06ZNadq0KQC1a9fGbDaTnJzMqFGjaNCgAampqSQnJ+Pq6gpAfHw8p06d4vnnnwfgq6++Msb66KOPiIyMNHYh383Jycnu3tHxzj9hk8nEoUOHGD16NABRUVFZztdqtWK1Wo17i8VyX+t9UgQFBTF37lzj/uzZs1itVnx8fLLss2fPHnr06AHc+RKiUKFCdnX169e3qzt37hwdO3Zk165dmEwmAPbs2UP16tUf1NJERERERERERB45BZfliREREWHs1E2TUXB48uTJxMTE2JXNnz+fYcOGGTuIJ02axMCBA//xnF5++WUiIyPx9vbml19+4Y033uDAgQM4OztjMpnw9fVlwIAB2Gw2kpKScHZ2Zvfu3Wzfvp02bdrw7rvvMnz4cCNInB0rVqxg27ZtpKSk2KX48Pb2NtKGmEwm9u/fn+kYEydOZMyYMX9/4U+IWrVqYbFYWLhwIaGhoUyYMIEGDRpgNpuJjo42UqXcrXXr1tSoUYMBAwYQGBjI9OnT6dy5MwBt2rThzTffJDQ0FEdHR+bPn8+0adMoWrQo165dY8SIEbRp04aVK1eyd+9e5s2b9yiWLSIiIiIiIiLyUCi4LE+MypUrZ5gW426HDx9mzpw5tGnThp07dzJjxgyOHz9OlSpVWLJkCWXLlmXChAkcPnw4R3Ivr1u3jhs3bhhB77lz57Jt2zaOHz+erm3x4sVp1KgRAE2aNGHHjh306tWL3r174+fnR0pKSrqdyWCfcxnuBDjT0mKk5fNNTk6mWLFitGnTBgA/Pz+WL1+e6byHDx/OO++8Y9xbLBaKFCnyN97A483R0ZF58+bRoUMHhg4dioODg/EZ8vb25uDBg1SsWNGuT4UKFRgwYABVqlTB1dWVkiVLGvmrQ0JCWL58OSVLlgSgfv36tGrVCpPJxMqVK+nevTtTpkyhbNmybNq0yWgnIiIiIiIiIvI0UnBZnhjh4eHpDvS7fPmy3b2/vz/Tp08nPDycfPnyMXjwYPr06UO7du0oVaqU0S45Ofm+dgtnJm2Mu8daunQpt2/fNg4XBNiyZQvbt283gssAlSpVMnYXb9y4kZCQEHLnzk1iYiIpKSmsX7+e+Ph4SpQoweHDh7Och9VqZdOmTUbu6Zs3b2bZ3sXFJd1Bd0+r5s2bc/r0aSIiIggODsbX1xfAOHAxI+PHj6dTp05cunSJ2rVrG8F9k8nE4sWL6d+/P7dv36Z27dpGGozy5ctnuVtcRERERERERORpo+CyPLZSU1Ox2WzGDuOgoKBMdy6npqaSlJREwYIF6dSpE+Hh4Xh7e1OpUqV043711VfMmTMnXaA6pzg6OrJ9+3a73cvXr1+nbt266dquXr2a69ev06tXLxITE4Gscy4DfPHFFyxZsgSAwoULA3fyTPfu3ZsPPvgAgG3btvH222/n5LKeaPnz56dZs2b31adMmTKUKVMmw7qgoKCcmJaIiIiIiIiIyBPN4VFPQCQz4eHhVK9enRo1arBo0SKSk5N56aWX7K7ChQszevRoatasSY0aNYiOjs50vLSdqs899xxdu3bliy++sKtPTEzkxo0bxMbG/q35njx5kvnz52MymRgwYAD79+83ruHDh6drn5qayvvvv39fO6htNhuvv/46ycnJXLx4kdTUVAAiIyMpXbr035q3iIiIiIiIiIjI36Hgsjy2qlWrxs8//8zu3btZsWIFBQoUYNmyZezatYtdu3bx/vvvU7JkSdavX8/u3bvZv38/Xl5emY6XnJxMyZIlqVChAj169CA6OprPPvuM5ORkANauXYu/v/997/hNSkrCYrHQtGlTY6xp06ZRpUoV45o4cWK6fkuXLiUpKYmuXbtm+1kpKSnGz87OzlSpUoXExEQiIiJ46aWX7mveIiIiIiIiIiIi/4SCy/LY27FjB1WqVCFv3rz4+PgY5WXLluX69euUK1eOrVu32vVJTU01ArFOTk5ERUXh5OTEsWPHcHC487H/9ttvGTt2rHH/d61btw6TycT8+fPp3bs3ycnJ99y5HBMTw7Bhwxg5ciQmk8kuaPxXycnJRsqMatWq0bZtWwB8fHxYtWoVa9eupWjRohQqVMiuX1ouYBERERERERERkQdBOZflsfbxxx8zceJE5s6dy6uvvmpXV6hQIdavX8+MGTNo2rQpu3btokqVKsCdA+4sFgsAPXr0YPjw4QwcONCuv7u7Ox9//LERXG7Tpg0zZszg0qVL9zXHrl27UrduXZ577jngzk7mux07dozRo0czdOhQo2zSpEm4uLjQoUMHdu7cSaNGjXB2dsZsNmOz2bDZbKxZs4akpCQSExMJCQlh1apV6XL93r59m5EjR9K3b1+jbNasWSxbtsw4uO6+JNyG29H33+9hS/h7qUtERERERERERCTnmGxpiWhFHkOXL18mKSmJYsWKZdnuxIkTlCpV6h896+bNm9SvX5+1a9caB+XlFKvViouLi3GflJTEr7/+muGBg/fjt99+Y8CAAaxcuRI3Nzfgzk7q3bt307NnT0qUKJGtcSwWC56entC8Djg9Gd85uTo7c2LaQor6533UUxEREREREREReaqkxYpiYmLw8PDItJ2CyyJ3SUxMxNnZ+VFP46FL+4Ox/dAB8rjnedTTyRY/d08FlkVEREREREREHoDsBpefjC2KIg/JvzGwfLeKgc9k+QdDREREREREREQkjQ70ExEREREREREREZH7puCyiDxRIiMjCQoKwtvbm6FDh5KdzD4rVqygWLFiFCxYkKVLl9rVzZo1i3z58lG8eHG2bt2aYf+ffvqJ4sWL58j8RURERERERESeFkqLISKGQ2dPP9Kcy/fKo2y1WgkJCaFx48aEhYXRv39/Fi1aRGhoaKZ9IiMj6dSpE7NmzaJatWq0atWKSpUqUapUKTZu3MiQIUMICwvD39+fzp07Ex4ejq+vr9E/KSmJXr16kZqamqNrFRERERERERF50ulAPxExkrTTvA44PbrvnFydnTkxbWGmAeY1a9bQvXt3Ll68iJubG4cPH6Zv377s2rUr0zEHDhzI8ePH+f777wGYNm0a169fZ9y4cbRs2ZL8+fMzZ84cAAYNGkTZsmXp2bOn0f/DDz9k6dKlxMXFERUVlXOLFRERERERERF5TOlAP5EnUGpqKj/99BPPPvssefNmvoM3MzExMTg7O5MrV66/N4FiFcDT997tHoSEWBLOHuDGrZhMg8uHDx8mODgYNzc3AMqXL8/Ro0ezHPbw4cO8/PLLxn3VqlUZO3asUdexY0e7uh07dhjB5d9++42pU6eyfPlyunfv/o+WJyIiIiIiIiLytFFwWeQRsdlsJCYm4uLiYpQ5ODjw+uuv069fPwYNGpRp22nTpvHTTz/x9ddf243Zu3dvnn32WSN4et9cc0Nur7/X9yGwWCwEBgYa9yaTCbPZzM2bN/H29s5WHw8PDy5fvnzPOrjzPkeOHKl8yyIiIiIiIiIiGVBwWeQRuXjxIpUrVyZXrlyYTCa7umnTpjFt2jTjPjU1FQ8PDyIjIwFwcnIyAs23b9/GZDLh4OBAaGgoO3fuJCEhgdTUVBITE/Hw8MDB4ek4u9PR0dEuGA/g6upKXFxcpsHlv/ZJa3+vuvnz5xMfH8+AAQM4f/58Ti9FREREREREROSJp+CyyCNSpEgRrl27dl99UlJSSElJMYLJ8fHx9OvXj82bN2M2m412S5YswWazYbVaCQ8Pp0iRIjk9/UfCx8fHCLCnuXXrFs7Ozln2uX79eobtM6u7du0aI0eOZMuWLU9NYF5EREREREREJKcpuCzyGDCbzTz77LN2AWKAmzdv0rRpU+bOnQvAqlWr6NevH7du3cJkMvH9999z7tw5XFxc+Omnn6hatSqOjo6cO3eOggUL4uTk9CiW88AEBQUZ7wLg7NmzWK1WfHx8suyzZ88eevToAcDBgwcpVKiQXV39+vXt6r777juuX79OjRo1gDs7x2NjY/Hy8uKXX36haNGiD2qJIiIiIiIiIiJPDAWXRR4DLi4ujBgxAnd3d7vyjRs32qXMaNu2LW3btqV06dIEBwezaNEiALZu3corr7zCunXrqF+/Pu+//z4nTpxg+fLlGe5atlqtWK1W495isTyYheWwWrVqYbFYWLhwIaGhoUyYMIEGDRpgNpuJjo7G3d09XYC+devW1KhRgwEDBhAYGMj06dPp3LkzAG3atOHNN98kNDQUR0dH5s+fz7Rp02jcuDG1a9c2xrh48SLt27dn165dFCxY8KGuWURERERERETkcaXgsshj4JNPPuH27dvcvn3brrxChQo899xzdmUHDx7kxIkTFClShC+//JLAwEBeffVVvvrqK2MH7sKFC+nXrx8tWrQgPDw8XcB14sSJjBkz5sEu6gFwdHRk3rx5dOjQgaFDh+Lg4MC2bdsA8Pb25uDBg1SsWNGuT4UKFRgwYABVqlTB1dWVkiVL0qdPHwBCQkJYvnw5JUuWBKB+/fq0atUKk8lEnjx50j07ICDgQS9RREREREREROSJYbLZbLZHPQmRf6vevXuze/fubLVt2bIl48aN44033mD79u0ULVqUffv28cMPP/D7779z/vx5+vXrB8CAAQNo1qwZlStXxtfXN91YGe1cLlKkCAwdAT75c2Zx9+t2NBzbQcTk2VQqXjLLpleuXCEiIoLg4OAM15eRo0ePcunSJWrXrp0uR3N4eDi3b9+mdu3a6Q5XFBERERERERH5t7FYLHh6ehITE4OHh0em7RRcFnmEmjdvTseOHWnfvn2W7T766CPOnDnD66+/Tp06dRg+fDhnz56ladOm1KxZEw8PDwICAti5cycAL7zwAseOHcv2Ttu0PxhPSnBZREREREREREQenOwGl5UWQ+QRcnBwMH5+8cUXsVgsuLq6AhAdHc3zzz/P6tWrjbbHjh2jW7du5MuXj7Nnz9KuXTuj/3/+8x969eqFzWZj2LBhSuEgIiIiIiIiIiIPlMO9m4jIw+Du7s6KFSvYv38/+/fv56OPPsLJycmuTWhoKJ988kmG/UNDQ/ntt984ceIEw4YNexhTFhERERERERGRfzHtXBZ5hFJTU42fCxYsSOfOne3q69SpY7RLywWcK1cukpOTSU5OBiA2NpawsDDGjBlD8+bN+fPPP6lUqRKDBw8mJCSEAgUKPJzFiIiIiIiIiIjIv4qCyyKP0N2H6i1cuDDDNrNmzWLhwoWMHz/eKEtKSiIhIYE9e/ZQr149atWqxZIlS6hduzYA69atY+bMmcyYMYOdO3fi5eWVvQkl3L6T+/hRSIh9NM8VEREREREREZG/RQf6iTzmEhMTcXJyMnYu/9WNGzfw8/PLsC45ORlHx3t/h2Qc6Ne8Djg9uu+cXJ2dOTFtIUX98z6yOYiIiIiIiIiI/NvpQD+Rp4Szs3OW9ZkFloFsBZbvtn3sFPK457mvPjnJz91TgWURERERERERkSeEgssiYqgY+EyW30aJiIiIiIiIiIikcXjUExARERERERERERGRJ4+CyyLyRIiMjCQoKAhvb2+GDh1KdtLFr1ixgmLFilGwYEGWLl1qVzdr1izy5ctH8eLF2bp1a4b9f/rpJ4oXL54j8xcRERERERERedooLYaIGA6dPf1Ici7fK9ey1WolJCSExo0bExYWRv/+/Vm0aBGhoaGZ9omMjKRTp07MmjWLatWq0apVKypVqkSpUqXYuHEjQ4YMISwsDH9/fzp37kx4eDi+vr5G/6SkJHr16kVqamqOrlVERERERERE5GlhsmVn+5+IPNXSTgCleR1wevjfObk6O3Ni2sJMA8xr1qyhe/fuXLx4ETc3Nw4fPkzfvn3ZtWtXpmMOHDiQ48eP8/333wMwbdo0rl+/zrhx42jZsiX58+dnzpw5AAwaNIiyZcvSs2dPo/+HH37I0qVLiYuLIyoqKucWKyIiIiIiIiLymEuLFcXExGR5Ppd2LssjM378eNq1a0fJkiVzdFybzYbJZEpXPmPGDLp164a7u3uOPi+7kpKScHJyemzGyVCxCuDpe+92OSkhloSzB7hxKybT4PLhw4cJDg7Gzc0NgPLly3P06NEshz18+DAvv/yycV+1alXGjh1r1HXs2NGubseOHUZw+bfffmPq1KksX76c7t27/6PliYiIiIiIiIg8rRRclkfi2LFj/N///R89evS4Z9umTZsydOhQ6tatC8C5c+cICAggNjaW3Llzp2v/1ltvkZKSwieffEKePP8vxcPBgwc5ffo0U6dOzfRZderUITo6Gi8vr3R1CQkJXL58mfPnz997gX+xYMECNm/enC7v7/1KTEykWrVqzJ8/n0qVKv2jsTLkmhtye+X8uP+QxWIhMDDQuDeZTJjNZm7evIm3t3e2+nh4eHD58uV71gH07t2bkSNHKt+yiIiIiIiIiEgWdKCfPBTPPfcc+fLlIyAggICAAKpWrYrNZiM4OJi8efNStGhRAgICyJcvHy1atDD6nTx50ti1miZXrlx2//2rUaNGcfz4cXr27EmtWrXw8fGhSJEibNiwgYULFxpzyJs3L7169bLr6+LiQkpKCsnJyemulJSUTJ+ZlZUrVzJ//nxmz54NQFRUFCaTidatWwNw+/ZtHBwcqFOnDnAncJp2FSlShEmTJhljOTs7s2jRIjp06MCZM2fuey5PKkdHR1xcXOzKXF1diYuLy3afu9tnVTd//nzi4+MZMGBATi5BREREREREROSpo53L8lAcO3bM+HnatGmsXbuWDRs24OLiwqhRo/jtt99YunQpDg7233csWrSI69evU6BAAQD8/f3Zs2cPQLq2aQoVKsTmzZuNXa2urq6MGzeOo0eP8tVXX5GcnIyjY8Yf/ZSUFN56660MdwX//vvvDBky5L7WfeXKFUaOHMm2bdvS7bBNS+tw9OhR/pr6fMeOHTz//PMcOXKEV155haCgIOrVqwdAhQoVmD17Np07d+ann366r/k8qXx8fIiMjLQru3XrFs7Ozln2uX79eobtM6u7du0aI0eOZMuWLZl+vkRERERERERE5A5FT+Shmj59Ou+88w5RUVFUrlyZcuXKsXr1apYvX06DBg04fPiw0fbmzZssXLiQCxcuEB0dzcyZMylSpIhRv3z5cuOwtjTx8fGsXbsWV1dXChQogKurKxcuXGD27NmMGjUKgNatW2eanqJTp05cu3aN77//Pt2Vdojc/fj000/p27cv+fLlS1cXFRVFYmIikZGRmM1muzp3d3e8vLyoUaMGQUFBRERE2NXXr1+fAgUK8MMPP9zXfJ5UQUFBxpcKAGfPnsVqteLj45PtPgcPHqRQoUJZ1n333Xdcv36dGjVq4OXlRfny5Tl//jxeXl5/Kx2KiIiIiIiIiMjTTMFleSgiIyNp1qwZixYtIjAwkNOnTxMZGWlcqampvPLKK1StWpXy5ctz7tw5+vXrR48ePcib984hb3v27OGll14yxvT09KRTp04cOXLEKNu9ezft2rWjT58+JCQkEB8fT/v27Zk8eTKlS5cmPj6e0NBQevToYbfrt1+/flSqVInFixezf//+TK9NmzZRtWpVhg4dmq11f/vtt7Rv3z7DugoVKnDixAmOHDlCUFBQhm3OnDlDREQE5cuXT1fXvn171q9fn615/JXVasVisdhdj7NatWphsVhYuHAhABMmTKBBgwaYzWaio6NJSUlJ16d169aEhYXx66+/Ehsby/Tp02ncuDEAbdq0Yfbs2Vy6dImrV68yf/58GjduTOvWrTl16hSHDh3i0KFDbNiwgYIFC3Lo0CEKFiz4UNcsIiIiIiIiIvK4U1oMeeBiYmJo06YNLVq0YNasWTzzzDPpDsyzWq3MnDmT06dPs3PnTjZt2sQvv/xCkyZNaNasGUuWLGH16tWsXr3a6NOoUSP+85//0LJlS8LDw/Hy8qJBgwb88ssvtG/fngMHDrBhwwb27t3L+fPnGT9+PD4+Pvj6+tK8eXPatGnD/v37KViwIDNmzABg4cKFxMTEZLoWk8l0X7l4//zzT/z8/DKsK1++PEeOHCEyMpLy5ctz4sQJo65mzZqYzWZiYmLo3bu3ERS9W7Fixfj666+zPZe7TZw4kTFjxvytvo+Co6Mj8+bNo0OHDgwdOhQHBwe2bdsGgLe3NwcPHqRixYp2fSpUqMCAAQOoUqUKrq6ulCxZkj59+gAQEhLC8uXLKVmyJHBnJ3irVq0wmUx2h0CmPTsgIOBBL1FERERERERE5Iljsv012avIAxAfH0+uXLm4ePEiderU4dSpU3b1t27dwmw24+bmBkBSUhLXrl3D39+fXr16sWHDBvz9/Tly5Ag3btzA39/fyFPcsmVLnJycWL58uTFeTEwMNpsNNzc3li9fTvHixTl16pQRTDx79qxxsODdKSlKlSpFr169eOaZZwB4/fXX+fzzz3F1deXWrVv06tWL+Pj4bK/7ueee4/Dhw3a5gaOioggMDGTGjBlcvXqVL774gqFDh7JixQq2bduGyWTi22+/pXTp0oSHh/Pmm2+yZMkSmjVrZjf2li1bWLp0KfPnz8/2fNJYrVasVqtxb7FY7qQcGToCfPLf93j/yO1oOLaDiMmzqVS8ZJZNr1y5QkREBMHBwfj6+mZr+KNHj3Lp0iVq166dLkdzeHg4t2/fpnbt2phMpr+7AhERERERERGRp4rFYsHT05OYmBg8PDwybaedy/JQ5MqVy/j53Llz6XaCWq1WRo4caeQ0dnJyMvLjfvrppxQqVIjRo0dnOPacOXNYsGABNpvNCBB++umn7Nq1i/Xr17N69Wrq16/Ptm3baNKkCampqezcuZNFixalG8vBwYFFixaRO3du4E5QfMqUKTg4OJCcnHzfh7w9++yz/Pzzz3bpPNKUL1+eMWPG4OTklG63bMGCBSlevDjFixdn165dzJ07N11wee/evZQpU+a+5pPGxcUFFxeXv9X3UcqfP3+693AvZcqUyfQ9ZZaORERERERERERE7k3BZXko4uPjjV2jxYoVS7dzOU1ycjJWq9UI7gL079+f2rVr07Zt2wz75M+fnxEjRhj3iYmJzJgxg3nz5gGQkJBAoUKFMJlMmEwmzGYzjo4Zf/SDg4Px9vY2dlD/8ssv1K1bFycnJ5KTkzM8mC8rnTt35uOPP840uLx161ZatmyZ5Ripqanpcgrfvn2befPmsXv37vuaj4iIiIiIiIiISE5RcFkeiiZNmnDq1CnMZjO3b9/G2dnZ7oC0mJgYPD09SUxMxNnZmaioKJKTk+nfvz979+69ryDq/PnzKVSoEC+//DIpKSkcPHiQ559/PsO2cXFxRiB579696VJYJCUl8eOPPxo7lhMTE9m9ezc1atTI1lxat27NzJkzmTdvHj179rSr8/LyokiRIhke1nfr1i1u3LhBREQEX331FcOHD7erf/PNN+nUqZOxu1tERERERERERORhU3BZHort27cDcOHCBTp06MAHH3xAw4YNsdlsXLt2jfr169O8eXMjTcShQ4d46623SEpKYuvWrXa5XZKSkoA7u5z/ugP58uXLjBw50shDPGPGDAoUKEBgYCCpqanYbDYcHBxISEggKSmJEiVKcODAAfLnz0+FChXYuHEjfn5+RnoNPz8/tm7dSp48ebDZbMTFxaXL25sVBwcHlixZQsOGDUlNTaVXr1529RUqVKB8+fLcunXLrrxWrVqYTCYKFixIr169GDhwIHBnF3O3bt2Ijo5mwYIF2Z6HiIiIiIiIiIhITlNwWR6ajRs30rx5c1xdXenSpQtJSUm4urri7e2Nu7s7K1as4IcffmDbtm0ULVqUpk2bMnToUFxdXe3GSTuILiEhIV2u4piYGNq0aUOLFi2YOnUqEyZMYMuWLUa/hIQEKlWqRN++ffn2228JCgoif/78bNiwgffffx9PT0+7g91MJhPNmze3y7VssVh44403eOONN7K17iJFirBz504OHjwIQEBAgHEY4bp164x23bp1AyCrMzYdHBx4+eWXadeund1BhDkm4fadA/YepoTYh/s8ERERERERERHJESZbVpEskRwUGxvLypUrCQgIICAggMKFC9sFSK1WKz///DM1a9bMkeddvXqV27dvU7x48RwZ72mWdgIozeuA08P/zsnV2ZkT0xZS1D/vQ3+2iIiIiIiIiIjYS4sVxcTE2GUU+CsFl0XE+IOx/dAB8rjnuXeHHObn7qnAsoiIiIiIiIjIYyK7wWWlxRARQ8XAZ7L8gyEiIiIiIiIiIpLG4d5NRET+PY4cOUJkZOSjnoaIiIiIiIiIyGNPwWUReaxFRkYSFBSEt7c3Q4cOzfLAwzQrVqygWLFiFCxYkKVLl9rVzZo1i3z58lG8eHG2bt1qlMfFxVGzZk1eeeUVGjZsSI0aNUhISMjx9YiIiIiIiIiIPC2UFkNEDIfOnn5oOZezk2fZarUSEhJC48aNCQsLo3///ixatIjQ0NBM+0RGRtKpUydmzZpFtWrVaNWqFZUqVaJUqVJs3LiRIUOGEBYWhr+/P507dyY8PBxfX18mT55M4cKF2bFjBwkJCVSuXJmwsDC6deuWwysXEREREREREXk66EA/ETGStNO8Djg9nO+cXJ2dOTFtYZYB5jVr1tC9e3cuXryIm5sbhw8fpm/fvuzatSvTPgMHDuT48eN8//33AEybNo3r168zbtw4WrZsSf78+ZkzZw4AgwYNomzZsvTs2ZOwsDCCg4MJCAgAoFWrVtSoUYPBgwfn3KJFRERERERERJ4AOtBP5D6lpqaSmJiIq6srSUlJJCcn4+rqislksmuXmJgIgLOzc4bjHD9+nPDwcLp06XJfz9+zZw+3bt2iUaNGf28BOaFYBfD0ffDPSYgl4ewBbtyKyTK4fPjwYYKDg3FzcwOgfPnyHD16NMuhDx8+zMsvv2zcV61albFjxxp1HTt2tKvbsWMHPXv2pH379kb5oUOH+PHHH5k4ceLfWp6IiIiIiIiIyL+Bci7LEyE0NJSwsDC7MgcHB44cOZKt/o6OjkbbzDbrz5w5k06dOmGz2diwYQM1atSgWrVqBAYG4uPjQ7Vq1ahWrRovvvgi//vf/zJ91vXr13njjTeIj4/P5uru+Pzzzxk9evQ925nNZk6cOGFX1qNHj5zZYeuaG3J7PfjLNXupNywWC4GBgca9yWTCbDZz8+bNbPfx8PDg8uXL96xLExoaSuXKlXn33XcpVapUtuYpIiIiIiIiIvJvpJ3L8tiLjY1l7dq16XaRurq6kitXrkz7ffTRR7i5udGnTx+cnJxwcnIC7gSRt2zZwrx58/D39zfa9+7dm0WLFvHZZ5/x5ptv0qJFCwA+/PBDrl69ysyZMzN8zosvvsj169dxcXEB7uyAzpMnD5UqVcJsNgOQnJxMtWrVsgxKm83mTHdDJycn4+h455+ri4tLunYZlcXExNxJdfEEc3R0NN5rGldXV+Li4vD29s5Wn7T296pLM2XKFIKCghg2bBiNGjWiUqVKObUcEREREREREZGnioLL8thbunQpMTExlC5dGrizY/nChQs4ODjg4JDx5vv//ve/zJ49m82bNxt90tpWqFCBK1euULFiRVauXElwcDBwJ0C7atUqI+Dco0cPkpOTjQPfBg4cCECJEiV4++23jWf99NNPwJ1gtrOzM/379zfqJk+ejNlszvau4u3btxtB5DQ2m43y5ctz8OBBYy1/TdXh7OxsBLKtViuDBg1i165d7N+/P9OA9ZPAx8eHyMhIu7Jbt25luSYfHx+uX7+eYfus6tJ4e3vTp08f9u3bx+LFixVcFhERERERERHJhNJiyGMtOTmZSZMmceDAAaKjo1m/fj1eXl7kzp0bgB07dqTbDdyzZ0/WrFnD3r177dIabN26lVq1atG/f39ef/11Pv74Y7Zt2wZAQkICqampBAQEGGOHhITQvn17oqKi6Ny5M3Xq1OHmzZvs2LEjw7m+/PLLjBo1iqtXrwIQHx/PlClTqFGjRrbXW7t2bZKTk+2upKQk9u7dm66tzWbDarWSkJBglH333XdUrFiRn3/+mVmzZj3RgWWAoKAg9uzZY9yfPXsWq9WKj49PtvscPHiQQoUK3bOuS5cudulG7g7Yi4iIiIiIiIhIetq5LI+10aNHU716dZ5//nngzqF3L730klHv6elJaGgoRYsWpW7dugBMmDABb29vnJyc+OWXX1iyZAk2m42NGzfy/vvv06BBAwC7wHOzZs04cOAAsbGxLFu2jFdffZWWLVty9uxZHBwceOONN3BwcOD777/Hz8/P6Pfpp5/y3//+l9y5c+Pg4ICHhwf169cH7uwgtlqt9OzZE5vNRlxcHM2bN2fatGn39Q4cHBzSpYa4O29w165d8fLyYurUqaxYsYIPPviA9u3bp9vdfLe0uaWxWCz3NaeHpVatWlgsFhYuXEhoaCgTJkygQYMGmM1moqOjcXd3TxcAbt26NTVq1GDAgAEEBgYyffp0OnfuDECbNm148803CQ0NxdHRkfnz5xu/j3z58tGtWzcWLFjA1atXWbFiBRs2bHjoaxYREREREREReVIouCyPrc2bN7Nw4ULmzJnDiy++yMqVK1m+fLldiokKFSowb9482rVrx/79+3FxcWHr1q3s3r2bjRs3cvr0aeBOqoOIiAh69uxp9P3www/p0qULAD/88AMAderUwdnZmf/7v//j7NmzXLp0CVdXVyPVxcaNG8mXLx/du3fnk08+4a233uKtt956WK/EcPz4cYoWLYrVasVsNjNq1CjatWvHvHnzMk0VcreJEycyZsyYhzDTf8bR0ZF58+bRoUMHhg4dioODg7Hb3Nvbm4MHD1KxYkW7PhUqVGDAgAFUqVIFV1dXSpYsSZ8+fYA7u9GXL19OyZIlAahfvz6tWrUC7nwe+vbtS3BwMP7+/syePZvq1as/tLWKiIiIiIiIiDxpTDabzfaoJyGSmaioKIoVK8Z//vMf5s2bR0pKihHwzZMnD5GRkQQEBDBw4ED27dvHmjVr6NmzJ/Xq1WPEiBFcuHDBbqdxmvbt29OwYUN69OhhV16nTh3ee+89KleujM1myzStREJCAnnz5jUCucOGDWPevHkZpmuIjo6mcePGfPnll3blb775Jp9//nmWweCUlBS2b99OrVq1jLK7151m4MCB5MmTh3HjxmU61t0y2rlcpEgRGDoCfPJna4x/5HY0HNtBxOTZVCpe8p7Nr1y5QkREBMHBwfj6+mbrEUePHuXSpUvUrl073e8xPDyc27dvU7t27Sx3eIuIiIiIiIiI/BtZLBY8PT2JiYnBw8Mj03bauSyPtbQA6vjx41m9ejXdu3fH1dU1XbuJEyca6TDWrVsHwMiRI6lZs2aGeXMvXrxIkyZNMn2uyWRi69at9O3bN8M57d+/367MycmJjh07MnPmzHTtR44cyYULF9KVu7q60qpVK1asWJHlPNzd3TOt/7tcXFzSpdp4nOXPn59mzZrdV58yZcpQpkyZDOuCgoJyYloiIiIiIiIiIv9qCi7LE2H8+PG4u7szcODADOtz5crFhx9+mK58586dme5czszq1auZM2cOr732Gi+99BJr1qwx6g4dOpRhX5PJxNKlS42UDXe7du0aTZs2zfR595LVztqTJ0/y888//+2xRURERERERERE/i4Fl+WxN2HCBObMmcPevXtxcnLKdj+bzZblzuXGjRtn2G/evHl89dVX3G/GmA4dOmS6c/nixYv3Nda9/P7773zyySd8/vnnvPPOOxm26dWrFwMGDKBs2bI5+mwRERERERERERGAe5/8JfKInDlzhmbNmjFv3jy2bdtG4cKF7eqTkpJITk7OtH9KSgo7d+4kMjIy3dWkSRNSUlLStT9//jwjR47ktddey3TcjILOSUlJWa7lr89KG2flypWYTKZML4DU1FSjz7Fjx4xcwdeuXePgwYOMHz8es9lMVFSUMbeDBw8yd+5cu7zKIiIiIiIiIiIiOUk7l+WxVaBAAapVq8aSJUvw9va2q7PZbCQmJpKQkJBp/+Tk5Cx3LtesWdOu7NixY1SsWJH3338fuHNo36ZNm+wOzktMTMzwkL/k5OQs02LUrVs3XXlcXBytW7e+Z87l2NhY47548eK0bduWYcOGUaVKFaO8adOmvPbaa8bObrPZTGhoKJUqVcp07Awl3L5z2N6DlhB77zYiIiIiIiIiIvJYM9nu9//9F3lCxMbGkidPnr/dPzk5meTk5AwPEPyr+Ph44E7u5ydR2gmgNK8DTg/nOydXZ2dOTFtIUf+8D+V5IiIiIiIiIiKSPWmxopiYGDw8PDJtp53L8tT6J4FlAEdHRxwds/dP5EkNKv/V9rFTyOP+z95bdvm5eyqwLCIiIiIiIiLyBFNwWUQMFQOfyfLbKBERERERERERkTQ60E9E5P935MgRIiMjH/U0RERERERERESeCAoui8hjKzIykqCgILy9vRk6dCjZSRG/YsUKihUrRsGCBVm6dKld3axZs8iXLx/Fixdn69atRnlcXBw1a9bklVdeoWHDhtSoUSPLwyJFRERERERERERpMUTkLofOnn4oOZezk2/ZarUSEhJC48aNCQsLo3///ixatIjQ0NBM+0RGRtKpUydmzZpFtWrVaNWqFZUqVaJUqVJs3LiRIUOGEBYWhr+/P507dyY8PBxfX18mT55M4cKF2bFjBwkJCVSuXJmwsDC6deuWwysXEREREREREXl6mGzZ2QooIk+1tBNAaV4HnB78d06uzs6cmLYwywDzmjVr6N69OxcvXsTNzY3Dhw/Tt29fdu3alWmfgQMHcvz4cb7//nsApk2bxvXr1xk3bhwtW7Ykf/78zJkzB4BBgwZRtmxZevbsSVhYGMHBwQQEBADQqlUratSoweDBg3Nu0SIiIiIiIiIiT4i0WFFMTEyW53Np57LkiOTkZBwd73ycLly4gM1mo2jRokb9N998Q4MGDcidO/ejmmKOsNlspKSkGGu9W0pKCmaz2Wh34sQJSpcuneNzSEpKwsnJKcfHBaBYBfD0fTBjp0mIJeHsAW7ciskyuHz48GGCg4Nxc3MDoHz58hw9ejTLoQ8fPszLL79s3FetWpWxY8cadR07drSr27FjBz179qR9+/ZG+aFDh/jxxx+ZOHHi31qeiIiIiIiIiMi/hXIuP6FKlCjBt99+a9zfvQHdZrNhMpnw8fHB19cXk8nE/v37adGiBQEBAXZXwYIF+emnn4y+8+fP56233sJisRjPef7556lSpYpxPf/881SsWNHo88svv/D8888bB6Ft3LiRHj16GPXnzp3jtddeIzo6OkffQdo6MzuArUSJEsYO1jT//e9/GT58+N96XmpqKj179mTu3LkZ1s+fP59mzZoBEBUVRVBQEL///num461du5Zq1aoRFxdnV37x4kVMJlO6coANGzbQokUL4uPj/9Ya7sk1N+T2erCXa/bSblgsFgIDA417k8mE2Wzm5s2b2e7j4eHB5cuX71mXJjQ0lMqVK/Puu+9SqlSpbM1TREREREREROTfSsHlJ0hYWBgjRowAwMnJydi9um7dOmrWrMmZM2eAO0E4JycnDhw4wPr16/H39zdyyJ4+fZqoqCjjOnPmDNWqVTOeUbNmTQ4ePEjnzp0BcHFxyXAurq6uxs/ly5enX79+tG7dmuTkZLp3707VqlWNA9G+//578uXLx8KFCxkzZgyjR4++51o//PBDnJ2d8fLywt3dHV/f9LtpTSYTjo6OODs7ZzrHu+e5bNkyxo4dS9WqVe/5/IwMGjQIV1dXevfuna4uJSWFyZMnExISAkBgYCCdOnViwIABmY43b948KleujIuLC0lJSXbzBowdu3dr2rQpNWvWtNtp+7RydHRM9/lzdXXNMOieWZ+722dVl2bKlCnMmDGDcePGceDAgZxYhoiIiIiIiIjIU0tpMZ4QixcvZvDgwaxZswYABwcHHBzufDfg5+dHmzZtqFq1KgsXLiQkJMQIuG7evJlGjRphMpnIlStXunHvDr4CPPvss2zbto3Y2Fij7L333qNQoULG/aVLl5g6dapdvz59+tClSxeCgoKIiYnBy8uLb7/9lnr16hEREUHHjh0JCAggKSmJ7KT5dnJyol27dixZsoT9+/cTEhLCDz/8wE8//YTZbDbWbjKZ+PzzzylatCj9+/fPdLw1a9bwxhtvsGrVKpo0aXLP5//Vxo0bOXLkCJs2bTKefbfp06djNpvp2bOnUTZ27FjKlCnDJ598wqBBg+zaf/PNN2zatIn8+fOzbt06Xn/9dWrWrEl0dDS3bt0C7nyZAODr60vDhg2NvsOHD6dr1658+umnvPXWW/e9lieFj49Pul3pt27dyvTLhLQ+169fz7B9VnVpvL296dOnD/v27WPx4sVUqlQpJ5YiIiIiIiIiIvJUUnD5CTBu3DgWL17Mtm3bKFOmjFEeERHBjBkzOHLkCP/73/9YsWIFa9asMXbPwp2g6JtvvklCQgJOTk5GTuA0qampJCQk4Obmxk8//cScOXOYPXs2fn5+APTu3ZuTJ09y8uRJu36hoaHGz2fPnsXV1ZUCBQpw8OBBnn32WVatWkVAQAC7du1i+fLl/PDDDxnmKc7MX9s6OjqSL18+nnvuOZycnDCZTEaahFKlSlG4cOFMx5o7dy5Dhw5l1apV1K9fP9tzuNuECROYNWtWhoHl3377jZEjR7Jy5Uq7eefNm5cvv/ySkJAQrFYr7777LiaTiSNHjvD666+zePFi2rZta7SvUqUKQUFBFChQALiTHuPEiRMcO3bMLrgM8PHHH1OjRg169+6d4ZyeBkFBQXYpSM6ePYvVasXHxyfLPnv27DHSshw8eND4YiStLu0zcHddly5dGDlypJEKw9nZOd2/FRERERERERERsfd0RqWeMv369SMiIoIyZcpw6tQpxo4dy6VLl/jhhx/o2rUrJ06coEaNGtSpU8duR7HFYuHnn3+mYcOGdOnSBX9/f/z8/HB3d8fZ2Rk/Pz/8/f3JmzcvMTExlClThuvXr1OrVi1SUlIIDQ3liy++YP369emuBQsWMGTIEACWL19OuXLljJ22KSkpxhy2bNlCYGAg+fPnx8/PDz8/PyZPnnzPNTs4OLBs2TK8vLyoW7cuDg4OlCtXjpo1a1K1alWaN29OSEgIZrOZhg0bGoe4xcTEEB8fT0JCAjabjcTERPz8/Fi2bBk1atQgISHBuCwWC1ar9Z5ziY2N5c8//6RcuXLp6m7cuEHz5s3p0qULdevWJTk52e6qX78+X3/9NePGjaN27dqcOnUKT09PZs6cyYgRIwgICKB48eL8/PPPODo68tprr9GnTx8AhgwZQuvWrTMMyvv5+VGiRAl+/fXXe84/I1arFYvFYnc9bmrVqoXFYmHhwoXAnQB/gwYNMJvNREdH233O0rRu3ZqwsDB+/fVXYmNjmT59Oo0bNwagTZs2zJ49m0uXLnH16lXmz59v1OXLl49u3bpx7Ngxtm3bxooVK2jduvXDW6yIiIiIiIiIyBNIweXHXHR0NJs3b+aDDz6gfPnylCxZkg8++IDU1FR+++033nnnHZ555hkCAgKYOHGiXd88efJQpUoVtmzZwvLly/nzzz+5ceMGM2bMoFGjRty4cYM//viD2NhYPD098fLyYt26dcyaNQuz2czp06cZN24cH330EQEBAezfv58bN26wf/9+OnfuzIULFwAYNmwYa9asYcOGDdhsNpKSkqhVqxa5cuWiatWqbNmyhatXr7Jhwwbc3NyoVasWe/fuxcvLK92VtgPZwcGBdu3aER0dzY8//ojJZALuBFz/85//ZPq+6tWrh4+PD35+fhw/fpwWLVrQpUsXXn75Zby9vY0At6+vL76+vqxfv/6ev4OLFy9StGjRDOu6dOlC0aJFiY2NxdXV1ciFfffVpUsX9u7dC9w5RK5w4cJ06dKFdevWAXDmzJm/lQe6WLFixu/gfk2cOBFPT0/jKlKkyN8a50FydHRk3rx5vP322/j5+fHNN98wadIk4E76iowC6xUqVGDAgAFUqVKFQoUKYTabjWB9SEgI9evXp2TJkgQGBvLCCy/QqlUr4E6O7+eee47g4GB69uzJ7NmzqV69+sNbrIiIiIiIiIjIE0hpMR5zLi4uLF26lMqVKxMTE0N4eDhVqlRJ1+69995LdziZg4MD//nPf3jnnXfo3Lkzq1evtksfcfToUY4cOWKXmsHR0REvLy8SExMxmUwMHDgQk8nEn3/+SZUqVYz//vHHHwQFBRn9atasSc2aNYE7AfErV67QqlUrcuXKZeS1bdy4MWvWrCE4OBir1cqhQ4fSrSMtxUNqamqG72PUqFGUK1eO//znPzzzzDPp6iMiIoyfy5Urx8yZM6lTpw5vvvkmnp6eRnDyfnh4eGS6s/eLL77Azc0Ns9nM/Pnzad++PS+99JJxkN+WLVsYOHAg5cqVY8eOHUa/pUuXcuDAASwWC5MmTaJs2bL3PS+LxYKnp+d994M7eZvfeecdu7EexwBz8+bNOX36NBEREQQHBxsHO2aVt3v8+PF06tSJS5cuUbt2bePzZzKZWLx4Mf379+f27dvUrl3b+NIiV65cLFiwgAULFjz4RYmIiIiIiIiIPCUUXH7M5cqVi5UrVwLw5Zdf0r59+3SH8AFcvXqVvn37pisvX748J0+e5I8//qBfv352u5uPHTvGG2+8QYMGDfD29jbKBw0aRPPmzdm+fTtWqxUnJ6d75vVdvXo127Zt4+OPP8ZqteLm5gZAYmIiRYsWxd3dHYvFQu/evUlISOD06dMEBARkOt5fUx6kBROfffZZunXrxtWrVzMMLmemT58+1KxZk759+2a6Czkz+fLl4+LFi8TFxRnrSuPv7293f/jwYfr27Wuksrhy5UqGQVuz2Wzkjr77/bZv394IhgYEBBAfH89zzz2Xrr/NZmP//v1MmTLlvtaSxsXFBRcXl7/V92HLnz8/zZo1u68+ZcqUsctPfre7vxQREREREREREZG/T2kxnjBhYWFERkamu9IOMPtr23r16tGgQQM2b96Mu7s7HTt2NOpbt25NqVKl7HbzRkZGsm/fPjp16gRAw4YNcXZ25qWXXuKll16iUqVKmEwmvvvuO7tnbd26FT8/P06ePEnJkiWNchcXF86fP8+RI0dwd3dn27ZtREVF3fOwtJSUFFasWIGfnx8NGjQgOTnZqPv888958cUX7+u9lShRgo4dO/Laa6+l2+F9L2azmaZNm9odLpeRPXv2cOPGDbu5Xb58OcPDBtu1a8frr7+Ou7s777zzDk2bNiU+Pp5ly5Zx4MABAKKioliyZEmGz1q3bh2BgYHkzZv3vtYiIiIiIiIiIiKSU7Rz+Qlis9my3LmcllsW7gRnq1SpQv78+Wnbti0vvPACI0eOTBfU/c9//kOHDh145513yJs3L6NGjaJ3795GuoUff/yRJk2aULVqVYYPH06bNm3o37+/cYBemg0bNvDtt9+ycePGHNkZmpycTJs2bViyZAn79++nadOmf2uc+Ph4Bg8ezJYtW9i1axf16tWjbt26fP3111nunP6rUaNGUa1aNerWrUv58uXT1f/555/07t2bfv362e1uvnjxYobBZbiT+iM1NZUPP/wQb29vDh8+DNw5JDBNw4YNadiwoV2/S5cu0a9fP7799ttsz19ERERERERERCSnaefyEyQlJSXLnct3p5JISkqiRIkSdOvWjaioKAoVKkTHjh356aefCA8PN4LMISEhDBkyhNTUVNavX8+GDRvo37+/MY7ZbGbNmjV89913FCtWDA8PD6ZOnWo3r127duHo6Ejx4sWZMWMGHTp0ACA2NtYuncbdu4/vJVeuXHh5eQHw/PPPs2/fvnRtrFarkRs6I9HR0bRv354ffviBOXPm4O7uzubNm/H29ua5555j0KBB3L59O1vzyZ8/PwsWLCAkJCTdXA4ePEiNGjUoVaoUY8aMAeDcuXPs3LmT7777LtP0DDt37uTChQscPXqU119/3ShP+z1mlHf61KlT1KlTh/Hjx1OuXLlszV1ERERERERERORB0M7lJ0hycnKWO5e7desG3NnhfHeguWzZsvz4448AzJ07l59//plRo0YBdw45SwuIXrhwge7du1OwYEH+/PNP5s2bx/nz59m0aROlSpWiXbt2LF68mOrVq1OzZk1KlChBr169mDNnDnXr1mXq1KnkzZuX+vXrU65cOby9valQoQL79+/n3XffxWw24+Pjk621Dh482PjZxcWFwMBAu/pZs2YxYsQIihYtSqFChdL1v3LlCjExMfTq1Yv//ve/ODk5AeDl5cX333/P559/TmxsLLlz587WfADq16/PihUr8PDwMMq2b99OkyZNGDx4MGPGjDGC9r/++is9e/bk1Vdf5dVXX81wvODgYKZOnWoc/pcmISHB+O9fczx7eHgwa9YsGjVqlO1535eE23A7+sGMbTwj9sGOLyIiIiIiIiIiD4XJlnZSmjz24uLicHV1vefhev9EUlISTk5O2Gw2evXqxbPPPkvLli3t8ihHRESwceNG3NzcGDhwIElJSfz+++8UKlSIa9euUaBAAWMcuJOa4quvvqJRo0YZHm73d1gsFs6dO0eZMmUyzd987tw5ihUrliPPy8r169fTHez3pLFYLHdSoTSvA04P/jsnV2dnTkxbSFF/5YwWEREREREREXncpMWKYmJi7DZa/pWCyyJi/MHYfugAedzzPPDn+bl7KrAsIiIiIiIiIvKYym5wWWkxRMRQMfCZLP9giIiIiIiIiIiIpNGBfiIiIiIiIiIiIiJy3xRcFpF/tSNHjhAZGfmopyEiIiIiIiIi8sRRWgwRMRw6e/qB5VzObp7lyMhIQkNDOXXqFD179mTy5MmYTKYs+6xYsYLBgweTlJTExx9/TIcOHYy6WbNmMXbsWHLnzs28efOoV68ecOeAzMaNG3Px4kUSEhIoXrw4P/zwA66urv9soSIiIiIiIiIi/xIKLouIofb774DTg/mz4OrszIlpC7MMMFutVkJCQmjcuDFhYWH079+fRYsWERoammmfyMhIOnXqxKxZs6hWrRqtWrWiUqVKlCpVio0bNzJkyBDCwsLw9/enc+fOhIeH4+vry+TJkylcuDA7duwgISGBypUrExYWRrdu3R7A6kVEREREREREnj4KLovI/1OsAnj65vy4CbEknD3AjVsxWQaXv/vuO2JiYpgyZQpubm5MmDCBvn37ZhlcnjdvHnXr1qVnz54AvP322yxevJhx48bx6aef0rVrV1q0aAFAixYtWL16NT179qR06dJ069YNk8lErly5KF26NH/88UfOrltERERERERE5CmmnMvy2LPZbI96CllKTk5OV3bjxg1WrFjxCGbzD7nmhtxeOX+5Zi/VxuHDhwkODsbNzQ2A8uXLc/To0Xv2SUt1AVC1alUiIiLuWde+fXsCAgIAOHToED/++COvvPJKtuYpIiIiIiIiIiIKLstDNmfOHKpWrZquvHTp0mzevDnDPo0bN2bJkiXGfUxMDCaTiZSUlByd2/Llyzl06BAAKSkpWK1WUlNTsVgsmEwmEhISsNlsJCYmkpSUZPRr1qwZo0aNsguCR0dHM2DAAD777LP7msMHH3yAs7MzXl5eeHl5kSdPHooXL54j63sSWCwWAgMDjXuTyYTZbObmzZvZ7uPh4cHly5fvWZcmNDSUypUr8+6771KqVKmcWoqIiIiIiIiIyFNPwWV5KD755BNKlSrFhx9+yJEjRyhXrpzddebMGXr27ElAQADr1683+l28eJGdO3dSq1YtEhMTSU1Nxd3dHbPZjNlsztE5FitWjObNm7N371727t3Liy++SPXq1WnQoAEAderUITg4mBdffJFly5YZ/WbPns2yZcuYMGECiYmJpKSkUKJECdatW8f58+eNdomJicbPU6ZMMYLInp6e5MuXDwBnZ2c6duxIdHQ00dHRrF+//r4OmEtISCAoKIht27b9w7fxaDg6OuLi4mJX5urqSlxcXLb73N0+q7o0U6ZMYcaMGYwbN44DBw7kxDJERERERERERP4VlHNZHopBgwYxaNAg5s2bx5IlS9IFPwMCApg3b54RyE0zc+ZMOnXqRNGiRXnhhReYOHEiTZo0sWtz8OBBXnjhhX88x6pVqzJnzhy2b9/Ou+++S9u2bbHZbKSkpBAeHk7Lli2x2WwkJycTEhJi9HvmmWfYunUrTk5OdOvWjVWrVuHm5kZSUhIpKSl89tlnJCYmEh8fz82bN8mTJw9OTk507NiRRYsWceXKFapUqQLcCS7/lYND9r4DiouLo3379uzfv/8fv4tHxcfHh8jISLuyW7duZfhe7u5z/fr1DNtnVZfG29ubPn36sG/fPhYvXkylSpVyYikiIiIiIiIiIk89BZflsRUTE8Pnn3/OhAkTAHBycjJ2odpsNt5//32+/PJL4uLi+P3333PkmU2bNqVp06YA1K5dG7PZTHJyMqNGjaJBgwakpqaSnJxs7CaOj4/n1KlTPP/88wB89dVXxlgfffQRkZGRLFq0KN1znJyc7O4dHe/8UzSZTBw6dIjRo0cDEBUVle259+3bl+eee47Dhw/fs63VasVqtRr3Fosl2895kIKCgpg7d65xf/bsWaxWKz4+Pln22bNnDz169ADufNlQqFAhu7r69eunq+vSpQsjR440UmE4Ozvn+G54EREREREREZGnmYLL8tBFREQYO3XTZBQcnjx5MjExMXZl8+fPZ9iwYcYO4kmTJjFw4MB/PKeXX36ZyMhIvL29+eWXX3jjjTc4cOAAzs7OmEwmfH19GTBgADabjaSkJJydndm9ezfbt2+nTZs2vPvuuwwfPtwIEmfHihUr2LZtGykpKXZBTW9vb8qVKwfcCTZndyfy+++/T2BgIF9//fU9206cOJExY8Zke64PS61atbBYLCxcuJDQ0FAmTJhAgwYNMJvNREdHGylR7ta6dWtq1KjBgAEDCAwMZPr06XTu3BmANm3a8OabbxIaGoqjoyPz589n2rRpAOTLl49u3bqxYMECrl69yooVK9iwYcNDX7OIiIiIiIiIyJNKwWV56CpXrpxhWoy7HT58mDlz5tCmTRt27tzJjBkzOH78OFWqVGHJkiWULVuWCRMmcPjw4RzZbbpu3Tpu3LhhBL3nzp3Ltm3bOH78eLq2xYsXp1GjRgA0adKEHTt20KtXL3r37o2fnx8pKSnpdibDnZzLd6dkaNOmjZEWIzg4GIDk5GSKFStGmzZtAPDz82P58uXZWsPdB9fdy/Dhw3nnnXeMe4vFQpEiRbLd/0FxdHRk3rx5dOjQgaFDh+Lg4GB8Vry9vTl48CAVK1a061OhQgUGDBhAlSpVcHV1pWTJkvTp0weAkJAQli9fTsmSJQGoX78+rVq1AuDDDz+kb9++BAcH4+/vz+zZs6levfpDW6uIiIiIiIiIyJNOwWV56MLDw42duWkuX75sd+/v78/06dMJDw8nX758DB48mD59+tCuXTsjjQHcCcbez27hzKSNcfdYS5cu5fbt27zyyitG2ZYtW9i+fbsRXAaoVKmSsbt448aNhISEkDt3buNwv/Xr1xMfH0+JEiXumbLCarWyadMmI/f0zZs3//HaMuLi4pLu4LzHRfPmzTl9+jQREREEBwfj6+sL3EmFkpnx48fTqVMnLl26RO3atY0gvslkYvHixfTv35/bt29Tu3ZtTCYTALly5WLBggUsWLDgwS9KREREREREROQppOCyPHCpqanYbDZjh3FQUFCmO5dTU1NJSkqiYMGCdOrUifDwcLy9vTM8ZO2rr75izpw56QLVOcXR0ZHt27fb7V6+fv06devWTdd29erVXL9+nV69epGYmAhknXMZ4IsvvmDJkiUAFC5cGLiTZ7p379588MEHAGzbto233347J5f1RMifPz/NmjW7rz5lypShTJkyGdYFBQXlxLREREREREREROQuDo96AvL0Cw8Pp3r16tSoUYNFixaRnJzMSy+9ZHcVLlyY0aNHU7NmTWrUqEF0dHSm46XtYH3uuefo2rUrX3zxhV19YmIiN27cIDY29m/N9+TJk8yfPx+TycSAAQPYv3+/cQ0fPjxd+9TUVN5///372kFts9l4/fXXSU5O5uLFi6SmpgIQGRlJ6dKl/9a8RUREREREREREHiYFl+WBq1atGj///DO7d+9mxYoVFChQgGXLlrFr1y527drF+++/T8mSJVm/fj27d+9m//79eHl5ZTpecnIyJUuWpEKFCvTo0YPo6Gg+++wzkpOTAVi7di3+/v73veM3KSkJi8VC06ZNjbGmTZtGlSpVjGvixInp+i1dupSkpCS6du2a7WelpKQYPzs7O1OlShUSExOJiIjgpZdeyrRfXFwc8fHx97EqERERERERERGRB0PBZXloduzYQZUqVcibNy8+Pj5GedmyZbl+/TrlypVj69atdn1SU1ONQKyTkxNRUVE4OTlx7NgxHBzufHy//fZbxo4da9z/XevWrcNkMjF//nx69+5NcnLyPXcux8TEMGzYMEaOHInJZLILGv9VcnKykTKjWrVqtG3bFgAfHx9WrVrF2rVrKVq0KIUKFbLrl5YjGKBPnz4Z7p7OMQm34XZ0zl8Jf28XuYiIiIiIiIiIPL6Uc1keio8//piJEycyd+5cXn31Vbu6QoUKsX79embMmEHTpk3ZtWsXVapUAe4ccGexWADo0aMHw4cPZ+DAgXb93d3d+fjjj43gcps2bZgxYwaXLl26rzl27dqVunXr8txzzwF3djLf7dixY4wePZqhQ4caZZMmTcLFxYUOHTqwc+dOGjVqhLOzM2azGZvNhs1mY82aNSQlJZGYmEhISAirVq1KlwP49u3bjBw5kr59+xpls2bNYtmyZcaBdkCm+ZvvFhUVdV/rtnPuMDg9mD8Lrs7O+Ll7PpCxRURERERERETk4TPZ0hLYijxAly9fJikpiWLFimXZ7sSJE5QqVeofPevmzZvUr1+ftWvXGgfl5RSr1YqLi4txn5SUxK+//prhgYP347fffmPAgAGsXLkSNzc34M5O6t27d9OzZ09KlCjxj8a/F4vFgqenJ9sPHSCPe54H8gw/d0+K+ud9IGOLiIiIiIiIiEjOSYsVxcTE4OHhkWk7BZflqZSYmIizs/OjnsYTI7t/MERERERERERE5OmX3ViRci7LU0mBZRERERERERERkQdLwWURERERERERERERuW8KLouI4dDZ0xw4c/JvX+evX7vnMyIjIwkKCsLb25uhQ4eSncw8K1asoFixYhQsWJClS5fa1c2aNYt8+fJRvHhxtm7dapTHxsbSrl073Nzc8PDwYOTIkff/QkREREREREREJFOOj3oCIvL4qP3+O+D09/8suDo7c2LawkwP7rNarYSEhNC4cWPCwsLo378/ixYtIjQ0NNMxIyMj6dSpE7NmzaJatWq0atWKSpUqUapUKTZu3MiQIUMICwvD39+fzp07Ex4ejq+vL4MGDSI+Pp4jR44QFRVF06ZNqV27Ng0bNvzb6xMRERERERERkf9HO5cfgL/uxExISOB///sft27dyvYYsbGxRERE3PezL168yJQpU+67X0aSkpJyZByAzz77jN27d+fYeH/HyZMnqVGjBhaL5b76xcbGZloXHx9v9/u22WzEx8ezaNEiLl68CMCFCxcYNmwYiYmJf2/if5GTv5d0ilWA52r9vSuwEgmJidy4FZPp8N999x0xMTFMmTKFZ555hgkTJjB//vwspzRv3jzq1q1Lz549ef7553n77bdZvHgxAJ9++ildu3alRYsWvPjii7Ro0YLVq1eTmppKUlISX375JYGBgdStW5eqVaty8ODBHH1dIiIiIiIiIiL/Zo8suHzp0iVMJhMBAQHproIFC1KgQAG79klJSaSmpt5z3NTU1Gy1y8pvv/2GyWTCz8/vnpejoyPffPONXf/KlSuzZ88e437Tpk2MGDECB4fsv+49e/ZQtWpVrly5cl9zd3V15f333+fQoUP31e+v4uPjadGiBd99912W7Xr06MGIESPuOd6aNWs4cuRIuvJevXoxfvz4DPvUq1ePwMBAypUrZ1y5c+fm559/tmv33nvvMXz4cOBOANnR0ZGAgADy5ctHwYIFjc/D7NmzOXjwYIbzSHP58mVMJhNxcXHAnc/dM888k+l7qF69Oi4uLpQuXZpnnnmGPHny0KpVK/744w8GDx4MwObNm9m3b5/dIYMjRozA1dX1np8vLy8vvL29jX7Xr1+nUqVKnD17NtM1/COuuSG319+7XPPcc/jDhw8THByMm5sbAOXLl+fo0aP37FOvXj3jvmrVqsYXL5nVOTg4sGjRIuM005SUFE6dOkXJkiWz8RJERERERERERCQ7Hllw2cnJCYBTp04RFRVld61du9YuEAfw1ltvkSdPHjw9PfHy8sLLywtnZ2ccHByMe09PT9zc3FizZk2650VHR1OgQAGioqKMsmXLllG0aFH8/f0ZMWKEsQM1LSB148YN47pw4YLd/eXLl7lx4walS5cmT57/F1Tbt28fN2/epHLlykbZkiVLiImJoWzZskYAvU2bNkb90KFDcXBwwNHR0bhefvllTCYThQsXtis3mUzs2rUr0/fq5+fHyJEj73t37l+1b9+eWrVq8fLLLxtlKSkp6drlypUr3e8qo7YuLi5GcD0iIoKWLVsa/V1cXDKcg4eHBxMnTmT9+vXG9fzzz+Pq6orNZsPBwYG4uDhcXFzInTu38ZzChQsTFRXF0KFDadWqFQ4ODly4cIHly5ezdu1aevfuze3bt+2eZbFYWLJkiTGXtODnN998Q968eWnSpEmGczx06BAFCxZky5YtfPnllwQFBfHdd9/Rt29frl27RlxcHCtWrOD9999Pt7b27dvf8zO2ZcsWu8+Xv78/n3zyCc2aNePmzZsZzulxZrFYCAwMNO5NJhNmsznLtfy1j4eHB5cvX75n3d2++OILzGYzTZs2zYlliIiIiIiIiIgIjzC4bDKZAMifP3+63ZoNGjQw6tPMmzePuLg4YmJiiI6OZtmyZTg5OTF37lyio6OJjo4mJiaGhIQEWrVqle55Q4cOtdsFfPz4cUJDQ/nkk0/YunUrX375JWFhYQA4Ot7JOXvgwAE2bNgAwMCBAxk6dKjRv3v37nz22WcAmM1mo3zq1KmMGTOG8PBwZs+eTWRkJKtWraJ+/fpERUVx7NgxbDYbvXr1Mvo4Ozvz+uuvk5ycTGJiIiEhISxZsoTk5OR0V7FixeyCuTdv3rQLPjs6OjJy5Ejq1atnV1ajRo1s/24+++wzfHx8eO+99+zKGzZsSK5cuYxgvpubG7Nnz2bs2LHkyZPHrvzVV1/NdPzU1FQjAGgymbh69SpfffUVPXv2tNvxbTabmTlzJgMHDjSuU6dO4eDggMlkwtnZmVy5ctl9Vu5+N5s2baJVq1bYbDbeeOMNBg8eTIMGDahZsyZt27a1S3dx/PhxPvjgAyOonPa+x44dS1xcHM7OzgQGBuLs7Ey+fPlo165dpuu7ePEiHTp0wN/fn+7du7N9+3Y+/fRTu89l2mfs888/5+rVqyQnJ1OoUCEOHDgAwO3btwkMDOTSpUt2ny+ABg0aMHToUN58881M5/C4cnR0TPdlgqurq7FTPDt97m6fVV2a33//nSFDhvDxxx9n+kWGiIiIiIiIiIjcv0cWXE5OTgbgypUrdrs1b9y4wZYtW4z6jPqNHTuW5s2bExcXR/369fnss8/4/PPPsVqtGfbZsWMHa9euxdfX1yhbsGABISEhtG7dmueff57u3buzfPlyu35pQeBbt26xbds2SpUqRe3atUlJSWHr1q1UqVLFrv0PP/xAZGQknTt35pNPPuG3336jS5cuTJ06lRMnTrB7927GjBlDUFAQjRo1MvqVL1+el156CYAhQ4awZs0aBg8ebJcqpEqVKlgsFrp37263DkdHR1JSUjIMRKddH330UboAZWZSU1OZOnUqH330Ubq6rVu3Eh8fbwTza9Sogbe3N35+frz55ptGeVxcHGvXrgVg8eLFuLu78+2339K/f398fHxwcnIiNjaW8ePHs3LlSpYuXcq+ffv48ccfiY+PN56XmJhIx44dee+994yraNGidp+Nv34JkebatWv88ssv1KpVi7Fjx/LHH3/Qv39/AD755BNiYmKoUqUKmzZtAu7soE/biQ4QGBjIa6+9hr+/P//73/8IDg5m/vz5PP/88wwYMAA/Pz+751WvXt0IqLu7u9OhQwdCQ0PZs2cPkydPpnv37rRv3z7dPI8dO8bo0aMJDw+nQIECbNiwgUmTJrFr1y58fHwoVKhQhusLDQ3lzJkznDp1KuNf5GPKx8eH69ev25XdunUrw93vmfW5u31WdXDn89ylSxdCQkJo27ZtTi1DREREREREREQAx0f14LRDyQoXLpyuLjk5OV0w1GazsXr1akaNGkVycjJff/21kVrB1dWV0aNH88EHH/DOO+/Qp08fI02C1Wqld+/eTJ8+nXfffdcY7+eff7ZL+fDyyy+TN29eu2dWrlyZ9u3bExoais1mo3v37ixcuJDBgwfj6elpl/oCoF+/fly/fp0XXniBP//8k9mzZ1O8eHHefvttihcvzquvvoqHhwf79++36/faa69x69YtunbtyqpVq3j11VeNfLG//vorjRs3ZsKECXh4eKRLr5DdoHF28z0fPXqUZ555xi6AnZEzZ85w6NAhWrZsiaOjIytXrmTSpEnp5tOhQwc6dOhAmzZteOWVVyhcuDD9+vXj1KlTHDlyhOeff5569eoxZMgQ9u3bZzfPmjVr8umnn5KSksKLL74IQKVKlYy0JVlZvXo1NWvWZOvWrcyePZty5crh4+PDrVu3cHd357nnniM4OJg5c+bQsGFDtmzZwqRJk+jWrRu5cuXi/PnzvPbaa0yZMoU1a9YQHBxMVFQUBQoUwGKxpHs/e/bs4eLFi7z33nt4enoaO5tdXFyoW7cuZcqUyXCe48ePp1y5cly5coVOnTrRvHlz6tWrR9OmTencuXOWa2zXrh3ffvstAwYMuOf7+Cur1Wr3Zcw/TaOSXUFBQcydO9e4P3v2LFarFR8fnyz77Nmzhx49egBw8OBBI+ieVle/fv10dXAnH/e1a9eMLztERERERERERCTnPJKdy8nJyRQpUoT4+Ph0+ZajoqK4ePEi58+fN9r++OOPlCxZkn79+vHmm28SGRlpl+aha9eunDx5ktGjR/Pxxx9TsWJFI3g9YcIEnn32WV577TW7OVy9etUuQFi1alXeeuutdHN9//332bFjBx06dMDBwYGPPvqIadOm0alTp3RtV6xYwW+//UaJEiWYMGECefPmpX///hw/fpyFCxeSJ08e4uLiWLx4cbocs2FhYVy9epULFy5QpUoVXnjhBUaNGkWTJk347LPP7HY6P0gXL16kWLFi92w3adIkevbsSa5cuShQoAClS5fm66+/TtcuLS1HGjc3N0qWLEmlSpX46quvePbZZzN9RufOnbl06RJ9+vShc+fOxnX+/Hm7Hc4Zee211zh69ChFixbl5MmT/PDDD8TExFCwYEGuXr3K3r17WbRoEStWrMBkMuHq6moEKOHOjuhly5ZRpkwZFixYQOfOnTl58iQlS5bEYrHY5UHOyu3bt40vOjLi5ubGhAkTWLNmDR06dKBcuXK8+uqrfPHFF3To0CHLsYsVK8aFCxeyNY+/mjhxIp6ensZVpEiRvzXO/apVqxYWi4WFCxcCd/59NmjQALPZTHR0dIZ5vVu3bk1YWBi//vorsbGxTJ8+ncaNGwPQpk0bZs+ezaVLl7h69Srz58836r744gs+++wzFi9eTGpqKrGxsZn+3w0iIiIiIiIiInL/Hnpw+Y8//sDPz49ChQpRunRp4ypYsCAFCxY07kuVKkWBAgXInz8/1apVY/To0Zw5c4Z+/foZhwHezdHRkd69e3Py5EkWLVqEk5MTx44dY86cOXz66afp2iclJRm7ZPPnz4+Xlxc1a9ZM1y41NZXExER2794NQNGiRY2DBP+qTJky/Pzzz1y5coXOnTtz9OhRqlWrRq1atahRowa//fYb69ev57vvviNv3rx2wcM33niD7777DrPZTNGiRXFwcGDq1Kk4OTnx66+/8vPPP5OQkJDumdHR0cb6M7sGDx6cYdAuIx4eHvfcxfrrr7+yZs0ahg0bZpSNGzeOESNGGPPJTK1atYz0FH+VmppqpLm4fv06LVq0oGbNmowZM4ZJkyYREhLCzJkzadq0aboD+f7Ky8uLoUOHMmXKFBo3bky+fPkICAjgypUrlCpViqJFi+Lp6cmtW7cAmD17NiVLliQxMRGAd999lxkzZjBu3DjKli1LhQoV2LFjB9WqVcNisaQLGN+dFmPUqFH4+flRrFgxfv/9d1588UUCAgLImzcvO3bsSDfXtEB52mesZMmSODo6kpqamuUaLRYLnp6eWbbJzPDhw4mJiTGuvxukvl+Ojo7MmzePt99+Gz8/P7755hsmTZoEgLe3N7/++mu6PhUqVGDAgAFUqVKFQoUKYTab6dOnDwAhISHUr1+fkiVLEhgYyAsvvGDktv7kk0+wWCxUrFgRd3d33N3d6d2790NZp4iIiIiIiIjIv8FDDy77+voSHR3N5cuXeeedd1i0aBFRUVH06tWL/v372+1g/v3337lx4wZubm507tyZsWPH4uDggKOjI/nz58dsNlOiRAkjiGoymYiJiaFGjRpGvuRx48ZRsGDBdPPw8vIyAqH79u1j8uTJRqDxbhMnTqRjx46cOXOGlStXMmzYMBo1asT//d//8ccff9i1PXjwIJ07d8bd3Z1XXnmF77//nh49epA/f36mTp1KiRIlaNWqFUePHmXQoEH06dMHq9XK1KlTeeutt6hevTqlS5dmy5YtLFiwgJiYGObPn8/Zs2dp27YtefLkoUiRIkYwDu7kFs6VKxeJiYmZ5lzesWMHr7zySrZ+P88++yz79+/HZrNlWB8bG0unTp0YP3483t7eRnnlypVp1qwZr732mhGgza64uDgWLlzIsWPHjDFXrVpF8+bN6d+/P4GBgYwbNw5/f3+WLVuG2WzG19eXlJSUTAOwMTExXLt2jVOnTrFnzx4uXbpEVFQU+fPn58SJE5w7d46YmBgjODtq1CiqVatmpK8oW7YsFouFadOmMW3aNI4fP84vv/xCkyZNsFgsxsF/afbs2cPq1asB+PDDD7lx4wbr16/HZrPRt29foqKiuHbtGrVq1bLrl5CQwNixY5k0aRJDhgzhzJkzTJ48mfr16zNq1Kgs39vevXszTbdxLy4uLnh4eNhdD0vz5s05ffo0//vf/zh27JixBpvNRsWKFTPsM378eA4ePMiKFSv46aefyJUrF3Bnh/nixYvZvn07GzZsYO3atcYXFAcPHsRms9ldixYtehhLFBERERERERH5V3hkB/olJSUxbtw4u924U6dOpVixYhQuXJi8efMaOVbTuLi40K5duwwDqDdu3DDaAJw/f55du3YxdOhQvLy88PLy4vz585QvX56vvvqKChUqEB4eDtxJL5BRMPXo0aMsXLiQ0aNHs3jxYi5cuMC2bdv46quvCA4OZsaMGXbtzWYzISEhNG3alAEDBtCpUyd69eqF1Wpl27ZtRtC8Tp06lCtXjpo1a+Li4sLu3btxd3enS5cumM1mtm3bRpcuXShevDg9evRg8+bNmEwmQkND+e9//0vTpk2NZ+7bt49y5cplmVO5Ro0advmms+Ln50fx4sUzzFFrtVrp2LEjFSpUoGPHjnaB3dTUVMaPH4/VaqVZs2bp0n6kOXLkCLGxsca9zWbD0dGRUaNG0bVrV55//nkAevfuTZkyZejZsydfffUVI0eOpH///ty4cQNPT0/jEMPM0mPMnj2bSZMmMWjQIM6ePcuzzz5rfEZiYmIoX748J0+eNNpXrVqVyZMnG2Wvv/46HTt25JtvvqFkyZIMHjyYgQMH4uXllWFw+aeffmLVqlX8+uuvdOnSBYA1a9bQt29fli5dSkxMTIbzHD9+PMHBwQwbNozPP/+cXr168dprr/H555+zcuVKTp8+nWG/33//ne+++45mzZplWP+4y58/P82aNbtnbu+7lSlThoYNG2Z4+F9QUBB16tTJ9IBHERERERERERHJeY/sQL8lS5bwxx9/MHr0aMqXLw/AwIEDGT16dKZ9snMoXVpwqVChQpw9e9au7qWXXiIsLIyKFStSvHhxateuzZdffklQUFCGqTO+/vprxowZQ968eY3D9BYsWIC7uztLly7F09OTFStWGO3Lly/PzJkziYiIYOvWrWzevJn/+7//yzDgdfdali9fDsD+/ftxcHAgKioqXfv33nsPV1fXdLmelyxZkuMBxsmTJ9OsWTMjDQHcyVHdokULPDw8WLBgAb6+vuTKlYv4+HhMJhPTpk0jPj6eGzdu8Nprr1GvXj327duHs7MzZ86c4dKlS4wZM4aYmBhjhy/c2bmbmppKVFQUjo6OXLp0iUKFCjF9+nRmzpzJ999/z//+9z/++OMP+vXrR0REBEWLFsXR0ZH4+HhcXV3t5p4W8B40aBBDhgwhJSWFhg0b0qNHD/z8/ADw9PSkb9++NG3alJ07d5I/f35CQkKM+aQJDAwkICCAoUOHcuPGDUaOHAncSUXi7u4O3Nmxffv2bb799lvy589PqVKl+N///sfvv//OrFmzOHToEIUKFaJTp04sW7bMLih9+/Zttm3bRlhYGHBnV398fDz//e9/yZ07NxcvXuTMmTPpfj9JSUl06tSJ0aNHp1u/iIiIiIiIiIjIw/JIgsvnz59nyJAhhIWFcejQIUqXLk2+fPmoUaMGkZGRxmFpcXFxXL16lbJly5I3b15sNhtff/11hgfHpUnbgezo6EhAQIBdnaOjI4ULFyZPnjwEBwczb948hgwZgoODA40aNeLgwYMARn7iMWPGGH1dXV354YcfjPv4+HiOHz/O1atXMZvNACxbtoyOHTtSqVIlOnfuTNeuXY321atXN9rdvHnT7vC4v849M3/Nm7x8+XIOHDjAqlWrsux3v8qWLcu4ceOoU6cO3333HSVKlMDX15fu3bvz+uuv4+rqauwY7t27N3nz5uXDDz80+q9du5YLFy7g7OzMpk2beOutt2jTpg0vv/wyL774IqdPn+b8+fPExsbyySefGKlO9u3bR82aNTlz5gyhoaG0b9+eDz74gJ07d7J+/XqOHz/O3LlzjTQKrq6unD59mlOnTvHcc8/ZvaO0oOvChQvx9/enX79+7Ny5E4vFgqOjI2+++SZ79uxhyZIlDBkyxJh7WnA5OTmZw4cPM2zYMGJiYli7di1fffUVN2/e5OjRo8ZBhCtXrqRIkSKYzWZ27drFnj17SEhIoF27drz11lvkz5+fYcOG0bJlSypVqsSUKVNo2rQpKSkp5M6dm507dxrPrlGjhpF3Ge7sTt6xY4fxuYE7/yZatmzJs88+yxtvvJFzv3QREREREREREZH79NCDy3FxcdSrV4+WLVvStm1b2rZtS9euXVm6dClbtmyhYcOGREdHG0E+d3d3rl+/DkBiYiKvvfaasdPzbtHR0Xh7e2eZ7/evO4K7dOlipDC4W2YpDO524cIFWrRowYsvvmjkiW3WrBmHDx+mbNmydm3j4+PZs2ePEezu1q0bVqs13ZgJCQlcvnyZcuXKpau7evUqHTt2tBtz2LBhjBgxAn9//3vO93517tyZvHnzGjmJHR0d6dWrV7p2Vqs13Ts3m83GWhs1asSpU6fsdm8/++yzPPfccxQpUsQuoO7i4sLgwYMpXLgwgBGc37lzJ/Hx8ZQtW5bq1aszZ84co8+rr76K1WqlX79+xnzu1qtXL7p3705CQgLNmjWjdevWODre+dgvWLDALnALGHm3ExIS8PHx4aWXXmL48OG4uroSGRlJTEwM69evp2TJkgB2X2BER0cTHx/P7t27KVCggLHT2Ww2s3LlSoYMGWLs0s/OZ2zOnDls2rTJOLwO7gTNQ0ND7Q6DFBEREREREREReRRMtnttl30ATp48SWBgoBHky66YmBhSUlLw8fF5QDN7MH7//Xfy5s2bLpD5VykpKVit1nT5fDNjsVjIlSsXTk5OOTHNx05sbKyxix3upJHInTu3XRur1Wrk2b6XxMTEDPP1yp3PkqenJ/QbAJ7Zz4NsJyEWzh4gYvJsKhUvmbMTFBERERERERGRhyYtVhQTE4OHh0em7R5JWoy0XZ/3K20X7ZOmQIEC2WpnNpuzHVgGsvzFPg3uDiwD6QLLQLYDy4ACy9lx7jA4/f0/C67Ozvi5P5n/TkVERERERERE5P48sgP9ROTxs33sFPK457l3w0z4uXtS1D9vDs5IREREREREREQeVwoui4ihYuAzT/2OeBERERERERERyRkOj3oCIiIiIiIiIiIiIvLkUXBZRB6ayMhIgoKC8Pb2ZujQoWTnPNEVK1ZQrFgxChYsyNKlS+3qZs2aRb58+ShevDhbt241ymNjY2nXrh1ubm54eHgwcuTIHF+LiIiIiIiIiMi/ndJiiIjh0NnTfyvncnZyLVutVkJCQmjcuDFhYWH079+fRYsWERoammmfyMhIOnXqxKxZs6hWrRqtWrWiUqVKlCpVio0bNzJkyBDCwsLw9/enc+fOhIeH4+vry6BBg4iPj+fIkSNERUXRtGlTateuTcOGDe97bSIiIiIiIiIikjGTLTtbB0XkqWaxWPD09ITmdcDp/r9zcnV25sS0hVkGmNesWUP37t25ePEibm5uHD58mL59+7Jr165M+wwcOJDjx4/z/fffAzBt2jSuX7/OuHHjaNmyJfnz52fOnDkADBo0iLJly9K9e3e6d+/O9OnTjfzRtWvXplmzZgwbNuy+1yYiIiIiIiIi8m+TFiuKiYnJ8nwu7VyWf63ffvuNZ5991q7sxIkTFC9eHCcnp0c0q0esWAXw9L2/PgmxJJw9wI1bMVkGlw8fPkxwcDBubm4AlC9fnqNHj2Y59OHDh3n55ZeN+6pVqzJ27FijrmPHjnZ1O3bsoGfPnixatMgoT0lJ4dSpU5QsWfL+1iUiIiIiIiIiIllSzmX5V4qNjaVWrVp88cUXRllKSgovv/yyXVmaq1ev8vPPP3P79u10dRcuXMBsNlOuXLkML2dnZ3bv3v1A15NjXHNDbq/7u1yzl0bDYrEQGBho3JtMJsxmMzdv3sx2Hw8PDy5fvnzPurt98cUXmM1mmjZtmq15ioiIiIiIiIhI9ii4LP8aycnJJCYmYrPZyJMnDzNmzODPP/806r/++msKFSpE9+7dAUhKSiIlJYWpU6dSqlQpunXrRuHChdm5c6fduE5OTuTKlYvIyMgMr4IFC2b4vw+MGjWKMmXK2JV169YNk8mEyWTCx8eH9u3bc/36dQBGjx5t1OXOnZsGDRpw6tQpo9/AgQONcQ4dOoTJZMqR95ZTHB0dcXFxsStzdXUlLi4u233ubp9VXZrff/+dIUOG8PHHH6d7toiIiIiIiIiI/DMKLsu/xtSpUylcuDDFihUjICCAoUOHMnXqVAICAggICGDEiBFcuHC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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('语音通话整体满意度 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/语音通话整体满意度featureimportance')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5279a98f-e186-4b35-a30c-1bd8b4fef16c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:2164): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\语音通话整体满意度决策树图.pdf'"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import warnings \n",
    "warnings.filterwarnings('ignore')\n",
    "#决策树可视化，画出决策树的图\n",
    "\n",
    "import graphviz\n",
    "#语音通话整体满意度\t网络覆盖与信号强度\t语音通话清晰度\t语音通话稳定性\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/语音通话整体满意度决策树图\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "35423f10-99f8-454b-89df-70bb4ef25f75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00       237\n",
      "           2       1.00      1.00      1.00        62\n",
      "           3       1.00      1.00      1.00        90\n",
      "           4       1.00      1.00      1.00        90\n",
      "           5       1.00      1.00      1.00       211\n",
      "           6       1.00      1.00      1.00       271\n",
      "           7       1.00      1.00      1.00       327\n",
      "           8       1.00      1.00      1.00       658\n",
      "           9       1.00      1.00      1.00       786\n",
      "          10       1.00      1.00      1.00      2701\n",
      "\n",
      "    accuracy                           1.00      5433\n",
      "   macro avg       1.00      1.00      1.00      5433\n",
      "weighted avg       1.00      1.00      1.00      5433\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:16116): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\网络覆盖与信号强度决策树图.pdf'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YY=Y2\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "\n",
    "print(classification_report(y_pred,YY))\n",
    "\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('网络覆盖与信号强度 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/网络覆盖与信号强度featureimportance')\n",
    "plt.show()\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/网络覆盖与信号强度决策树图\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0561d5cb-646d-40b2-82ed-d58cea0efbe4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00       184\n",
      "           2       1.00      1.00      1.00        40\n",
      "           3       1.00      1.00      1.00        59\n",
      "           4       1.00      1.00      1.00        85\n",
      "           5       1.00      1.00      1.00       161\n",
      "           6       1.00      1.00      1.00       207\n",
      "           7       1.00      1.00      1.00       268\n",
      "           8       1.00      1.00      1.00       643\n",
      "           9       1.00      1.00      1.00       805\n",
      "          10       1.00      1.00      1.00      2981\n",
      "\n",
      "    accuracy                           1.00      5433\n",
      "   macro avg       1.00      1.00      1.00      5433\n",
      "weighted avg       1.00      1.00      1.00      5433\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:19196): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\语音通话清晰度决策树图.pdf'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YY=Y3\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "\n",
    "print(classification_report(y_pred,YY))\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('语音通话清晰度 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/语音通话清晰度featureimportance')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/语音通话清晰度决策树图\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "766dcb8b-051e-4c4a-9ef0-a9ec355e69fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           1       1.00      1.00      1.00       230\n",
      "           2       1.00      1.00      1.00        49\n",
      "           3       1.00      1.00      1.00        83\n",
      "           4       1.00      1.00      1.00        93\n",
      "           5       1.00      1.00      1.00       201\n",
      "           6       1.00      1.00      1.00       228\n",
      "           7       1.00      1.00      1.00       309\n",
      "           8       1.00      1.00      1.00       654\n",
      "           9       1.00      1.00      1.00       786\n",
      "          10       1.00      1.00      1.00      2800\n",
      "\n",
      "    accuracy                           1.00      5433\n",
      "   macro avg       1.00      1.00      1.00      5433\n",
      "weighted avg       1.00      1.00      1.00      5433\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r\n",
      "(dot.exe:17480): Pango-WARNING **: couldn't load font \"MicrosoftYaHei Not-Rotated 14\", falling back to \"Sans Not-Rotated 14\", expect ugly output.\r\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'ans1\\\\语音通话稳定性决策树图.pdf'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "YY=Y4\n",
    "DT=DecisionTreeClassifier( criterion='entropy')\n",
    "\n",
    "see1=DT.fit(X,YY)\n",
    "\n",
    "y_pred=DT.predict(X)\n",
    "\n",
    "print(classification_report(y_pred,YY))\n",
    "\n",
    "\n",
    "\n",
    "# 重要性\n",
    "features_import = pd.DataFrame(X.columns, columns=['feature'])\n",
    "features_import['importance'] = DT.feature_importances_  # 默认按照gini计算特征重要性\n",
    "allcol=dinglei+dingliang\n",
    "def getcol(x):\n",
    "    for i in allcol:\n",
    "        if i in x:\n",
    "            return i\n",
    "\n",
    "features_import['feature']=features_import['feature'].apply(lambda x:getcol(x))\n",
    "features_import=features_import.groupby('feature').sum().reset_index(drop=False)\n",
    "features_import.sort_values('importance', inplace=True)\n",
    "# 绘图\n",
    "from matplotlib import pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 显示中文黑体\n",
    "# plt.rcParams['axes.unicode_minus'] = False # 负值显示\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "\n",
    "plt.barh(features_import['feature'], features_import['importance'], height=0.7, color='#008792', edgecolor='#005344') # 更多颜色可参见颜色大全\n",
    "plt.xlabel('feature importance') # x 轴\n",
    "plt.ylabel('features') # y轴\n",
    "plt.title('语音通话稳定性 Feature Importances') # 标题\n",
    "for a,b in zip( features_import['importance'],features_import['feature']): # 添加数字标签\n",
    "    plt.text(a+0.001, b,'%.3f'%float(a)) # a+0.001代表标签位置在柱形图上方0.001处\n",
    "plt.savefig('./ans1/语音通话稳定性featureimportance')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "dot_data = tree.export_graphviz(see1, out_file=None,feature_names=X.columns, filled=True, rounded=True)  # 重要参数可定制\n",
    "\n",
    "dot_data = dot_data.replace('helvetica', 'MicrosoftYaHei')\n",
    "graph = graphviz.Source(dot_data)\n",
    "graph.render(view=True, format=\"pdf\", filename=\"./ans1/语音通话稳定性决策树图\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40960f89-7d6b-4c64-b054-5d5ba2fab0d3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}